{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Setting the hierarchy in DisMod-MR\n",
    "\n",
    "The goal of this document is to demonstrate how to set the spatial hierarchy for the random effects in DisMod-MR.\n",
    "\n",
    "The examples are based on a spatial hierarchy of Japan, provided by Ver Bilano, and included in the examples directory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import dismod_mr, numpy as np, pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('hierarchy.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Prefecture</th>\n",
       "      <th>Region</th>\n",
       "      <th>Population</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Aichi</td>\n",
       "      <td>Chubu</td>\n",
       "      <td>7,043,235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Akita</td>\n",
       "      <td>Tohoku</td>\n",
       "      <td>1,189,215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Aomori</td>\n",
       "      <td>Tohoku</td>\n",
       "      <td>1,475,635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Chiba</td>\n",
       "      <td>Kanto</td>\n",
       "      <td>5,926,349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Ehime</td>\n",
       "      <td>Shikoku</td>\n",
       "      <td>1,493,126</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Prefecture   Region Population\n",
       "0      Aichi    Chubu  7,043,235\n",
       "1      Akita   Tohoku  1,189,215\n",
       "2     Aomori   Tohoku  1,475,635\n",
       "3      Chiba    Kanto  5,926,349\n",
       "4      Ehime  Shikoku  1,493,126"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, we will use simulation to generate $n$ rows of input data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "n = 100\n",
    "\n",
    "dm = dismod_mr.data.ModelData()\n",
    "inp = pd.DataFrame(columns=dm.input_data, index=range(n))\n",
    "\n",
    "# data type, value, and uncertainty\n",
    "inp['data_type'] = 'p'\n",
    "inp['value'] = .5 + .1*np.random.randn(n)\n",
    "inp['effective_sample_size'] = 1000.\n",
    "\n",
    "# geographic information (to be used for random effects)\n",
    "inp['area'] = [random.choice(df.Prefecture) for i in range(n)]\n",
    "\n",
    "inp['sex'] = 'total'\n",
    "inp['age_start'] = 50\n",
    "inp['age_end'] = 50\n",
    "\n",
    "inp['standard_error'] = np.nan\n",
    "inp['upper_ci'] = np.nan\n",
    "inp['lower_ci'] = np.nan\n",
    "\n",
    "# put data in model\n",
    "dm.input_data = inp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set model parameters for simple fit\n",
    "dm.parameters['p'] = {'level_value': {'age_after': 100, 'age_before': 1, 'value': 0.},\n",
    "                      'parameter_age_mesh': [0, 100]}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following code generates a single level hierarchy, with all prefectures below the national level:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "for p in df.Prefecture:\n",
    "    dm.hierarchy.add_edge('all', p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That is all there is to it!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "finding initial values\n",
      ". . . \n",
      "finding MAP estimate\n",
      "\n",
      "finding step covariances estimate\n",
      "\n",
      "resetting initial values (1)\n",
      ". . . \n",
      "resetting initial values (2)\n",
      "\n",
      "mare: 0.09\n",
      "sampling from posterior\n",
      "\n",
      "CPU times: user 17min 10s, sys: 192 ms, total: 17min 10s\n",
      "Wall time: 17min 11s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(<pymc.NormalApproximation.MAP at 0x7f5d4e0cf630>,\n",
       " <pymc.MCMC.MCMC at 0x7f5d4df98860>)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dm.vars = dismod_mr.model.asr(dm, 'p', rate_type='neg_binom')\n",
    "%time dismod_mr.fit.asr(dm, 'p', iter=10_000, burn=5_000, thin=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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8ofOi8uXl5dGwYUOKiorw9vZm/PjxeHt7V1t7rK2tiY+Pp2nTppVed2ZmJkOGDCE1NbXS665tFEVJUFVV5lw8IYb6I0KI2slQv0YI8Wiqoj9So9Z4cHJywsTEBHd3d27fvk1oaKjBWBMTE0JDQ3nllVcAOHjwoMGkA8CkSZMICwsjIiKCmTNnsnTpUoyNjTl16hS+vr7k5eVhZGTEsmXLcHV1JTw8nHnz5tGkSROSkpIYNWoUtra2fPnllxQWFrJjxw6sra3Zvn078+fP59atW7zwwgusX7+eZs2aMWvWLHJycjh58iRnzpzh3XffZcqUKUDxwnDZ2dkUFBQQFBTEhAkTKCoqws/Pj8TERFRVZdKkSUybNg0oXiV90qRJXL16lTVr1tCtWzfCw8NZunTpY28jJ4Q+9Yzr4PbRvnLnY+b01xMtqkJISAjh4eEUFBTQr18/vLy8qrtJQgghhBBC/CE1asRDYmIiq1evRlVV+vTpQ3x8PHPnztVbR35+PgEBAXTp0gWAhIQEli1bVmHyITExkd69ezN06FDWrl0LwM2bNzEyMqJ+/fqkp6czbtw4Dh8+THh4OCNHjuTnn3/G3Nwca2trAgICmD17Np9//jk5OTksXLiQ3NxcLCwsUBSF5cuXk5GRwYIFC5g1axZRUVH8+OOPXLlyhQ4dOnDhwgXq1KnD5cuXady4MTdv3sTZ2Zn//Oc//PLLL4SEhGhzsa9cuYKFhQUeHh50796da+2HkXn0AGkR3zH4nS84mxZL6v5vGDD1s8f8aYhn2fYFxcPZX5tRNskX6udiMPHgvyb2ibRNVL69X77P9d+zy5xzGxGIVSe3J3L/gryr7PxsSrnznu/9nfoNy08lqc72hvq5VPk99JERD0+WjHgQ4ukiIx6EqBxP/YgHBwcHlixZQkhICF5eXnoX9yphYmLC6tWriYqKAmDKlCkGV0Ev4ejoSKdOnQgICNDOFRYWEhgYSFJSEnXr1uXUqVNamaurK82bNwegTZs22hZpOp1OWwTtt99+Y+TIkZw7d47CwkJsbW2164cMGcJzzz1Hs2bNaNy4MRcvXqRFixYsXryYHTt2AMWrop86dQobGxuOHz/OW2+9xaBBg+jXr59Wz+uvv87aY9DUuj3Xf895qPdSCCHuN2DqX6v1/vUbmjNizvqHjq/u9gohhBBCiMpRoxIPJYmDksUlH5RIUBRFy2w+LCMjI4yM/rum5ueff46VlRXr16/n9u3bNGzYUCu7f5u60lvYFRUVAcUJj+DgYAYNGkR4eHiZBStLX1+nTh2KiooIDw/nwIEDxMTEYGJigoeHBwUFBTRp0oTk5GT27NnDkiVL+O6771ixYoVWT6ifI+fOneOnZXUJ9XMhPPwaS082qrZv5cTT4eew54FH+3ZX/s9VnQkTJvDOO+/QsWPH6m4KAL6+vgwZMoThw4c/VkxlW7p0KX/72984deoUFy9erJR1JzIyMnjjjTe4fPkynTt35taYf/Lcc8+Vi/vLX/7CqlWrqFOnDkuWLNES0leuXGHChAmkpqaiKAqrV6/G3d2dUaNGcfz4cS3GwsJC74LBQgghhBBPsxq1q0V1uHr1Ki1btkRRFMLCwh64k4a+61u3bo2qqoSFhT1UfOPGjTExMSEtLY24uDgALl68iKqqjBgxgjlz5pTbXk8I8fRbuXJljUk61GTdu3cnPDycF198sdLqnDFjBkFBQZw4cYJGjRqxatWqcjHHjh1j06ZNpKWlsXfvXgICArhz5w4Ab731FgMGDCA9PZ2kpCQ6dOgAFG89WrKV57Bhw3j99dcrrc1CCCGEELXFM594CAwMZOXKlbi5uXH69OkyoxQeRkhICN7e3vTo0UObllGRwYMHc/PmTRwcHPj4449xdXUF4MyZM7z66qs4OjoyceJEg7t5CPEkFN6+Q8yc/uUehbfvVHfTngo3btxg8ODBODg40KlTJzZv3gwUz00tmW++atUqbG1t6dmzJxMnTiQwMBAoHmHg7+9Pr169aNOmDVFRUYwfP54OHTrg6+ur3cPf3x9nZ2fs7Oz46KOPKmzPxx9/TNeuXenUqROTJk3Sm4C1trZmxowZuLi44OLiwsmTJ7WyAwcO0K1bN9q0acO3334LFO/K0adPHzp37oxOp2P79u0G75+ZmUn79u0ZN24c9vb2DB8+nJs3bxqMd3JywtrausLX9ChUVWX//v3aqI1x48bpXbh3+/btvPHGG9SrV4+XXnoJGxsbYmNjuXbtGgcOHNC29XzuueewsLAod48tW7YwevToSmu3EEIIIURtUaOmWjwJ9y82065dO1JSUrTjksUs+/btS9++fbXz0dHR2vPSZcOGDWPYsGHl7nP/opjp6ena8337yi/aB8Xbid6v9H1btGihdfbvb58QlcnQlpmylWbl2Lt3L61ateL7778HikdClZadnc0nn3zCkSNHeP755+nduzcODg5aeW5uLvv372fHjh14enryn//8h5UrV9K1a1cSExNxdHRk3rx5NG7cmDt37tCnTx+Sk5Oxt7fX257AwEBmz54NwP/+7/+ya9cuPD09y8WZmZkRGxvLunXrePvtt9m1axcAOTk5REdHk56eztChQxk+fDj169dn69atmJmZ8fvvv+Pm5sbQoUMNTqE7fvw4q1atonv37owfP55ly5Yxffr0R39zS9U3atQovWWRkZFlEgOXLl3CwsKCunWL/yRaWlqSlZVV7rqsrCzc3P67sGVJnImJCS+88AJ+fn4kJSXRpUsXvvjiCxo0aKDFHjx4kObNm9O2bds//JqEEEIIIWqrZ37EgxBCPGk6nY7w8HBmzJjBwYMHMTcvu6NDbGwsPXr0oHHjxhgbGzNixIgy5Z6eniiKgk6no3nz5uh0OoyMjLCzsyMzMxOALVu20LlzZ5ycnEhLS+PYsWMG2xMREYGrqys6nY79+/eTlpamN67k2/rRo0drC+wCeHl5YWRkRMeOHTl//jxQ/A1/cHAw9vb29O3bl6ysLK1MHysrK7p37w6Aj49PmaTrH9GuXTttisP9D32jEe6nL0FiKK6oqIgjR47g7+/P0aNHadCgQZn1fgA2btwoox2EEEII8cx65kY8CCFEdbO1tSUhIYHdu3fz4Ycf0q9fP23EAej/gFta6YVu718Et6ioiIyMDBYuXEhcXByNGjXC19eXgoICvXUVFBQQEBBAfHw8VlZWhISEGIwt/WG89PPSbShp+4YNG7h48SIJCQkYGxtjbW1tsN7769N3/KgeZcRD06ZNuXLlCkVFRdStW5ezZ8/SqlWrctdZWlpy5swZ7bgkztLSEktLS23q3PDhw8skHoqKivjXv/5FQkKC3vbMnDlTG/0ihBBCCPE0khEPQgjxhGVnZ2NqaoqPjw/Tp08vt5isi4sLUVFR5ObmUlRUxHffffdI9V+7do0GDRpgbm7O+fPn2bNnj8HYkmRA06ZNycvL09Zo0KdkLYrNmzfj7u5eYRuuXr1Ks2bNMDY2JiIigtOnT1cY/9tvv2mjKDZu3IiHh0eF8Q/yKCMeFEWhV69e2msPCwvTu53z0KFD2bRpE4WFhWRkZHDixAlcXFxo0aIFVlZW2u4VP/74Y5lFQsPDw2nfvj2WlpZ62zpv3jytbUIIIYQQT6MalXgo+aasZDvNB33rp6oqkZGRREZGVhh74cIFXnrpJc6dO6edCwgIKDcUtiYKDw/Hy8tLb5mfn5/W0RVC1B4pKSm4uLhoazHMmjWrTHnr1q0JDg7G1dWVvn370rFjx3LTMSri4OCAk5MTdnZ2jB8/XpvCoI+FhQUTJ05Ep9Ph5eVF165dDcYWFhbi6urKF198weLFiytsw5gxY4iPj8fZ2ZkNGzbQvn37CuM7dOhAWFgY9vb2XL58GX9/f4OxS5YswdLSkrNnz2Jvb8+ECRMqrPthLFiwgEWLFmFjY8OlS5e0hSJ37NihjUaxs7Nj5MiRdOzYkQEDBvD3v/+dOnWK1z358ssvGTNmDPb29iQmJhIcHKzVvWnTJplmIYQQQohnmvKo20dWBmdnZ7Vk5fbSjh49ypo1awDo3bs3sbGxBnd3yM/PZ/LkyVonOS4ujuXLl2NiYqI3fvny5URHR7N+/XqOHDmCr6+vNgS4JgsPD2fp0qV6V1gX4nH17NkT+O+iq4W37+hdQNLQeVF18vLyaNiwIUVFRXh7ezN+/Hi8vb2rrT3W1tbEx8fTtGnTSq87MzOTIUOGkJqaWul11zaKoiSoqupc3e14Vhjqjwghaqf7+zVCiD+mKvojNWqNBycnJ0xMTHB3d+f27duEhoYajDUxMSE0NJRXXnkFKF4x3FDSAWDSpEmEhYURERHBzJkzWbp0KcbGxpw6dQpfX1/y8vIwMjJi2bJluLq6Eh4ezrx582jSpAlJSUmMGjUKW1tbvvzySwoLC9mxYwfW1tZs376d+fPnc+vWLV544QXWr19Ps2bNuHDhAqNHjyY3Nxc3Nze2b99OWloav//+O8OHD9eG1H766acUFRUxa9YsfvnlFyZPnsylS5eoU6cO//rXvwC4fv06r7/+Omlpabi6urJu3ToAPDw8WLp0KY6OjpX1IxDPuHrGdXD7qPyuKzFz+ldDa55tISEhhIeHU1BQQL9+/QyOfBJCCCGEEKKmq1EjHhITE1m9ejWqqtKnTx/i4+PLbUtZIj8/n4CAALp06QJAQkICy5YtqzD5kJiYSO/evRk6dChr164F4ObNmxgZGVG/fn3S09MZN24chw8fJjw8nJEjR/Lzzz9jbm6OtbU1AQEBzJ49m88//5ycnBwWLlxIbm4uFhYWKIrC8uXLycjIYMGCBUyePJmXX36Z9957T9uazm9pOAXXr/DvZR8yYs56AI5+H8bdu3fo4jmeb+eMxfm1iVg7vkLR7ULUuyrnTybz79BgRs3dhIlZI7bOfROPMe/S/GUd2+ZPxMPnPZr+yfYxfyLiWbV9QfFw9tdmFCf5Qv1cDCYe/NfEPtG2icq398v3uf57dplzbiMCserkZuCKylWQd5Wdn03Rji0bmwLFayI0adKkXLy3tzcZGRllzi1YsID+/Z/eRJiMeHiyZMSDEE8XGfEgROV46kc8ODg4sGTJEkJCQvDy8tK7uFcJExMTVq9eTVRUFABTpkx54Crojo6OdOrUiYCAAO1cYWEhgYGBJCUlUbduXU6dOqWVubq60rx5cwDatGmjdXZ1Op22CNpvv/3GyJEjOXfuHIWFhdjaFicBoqOjmTlzJgBDhgzBuL5phW0rvHGNgryrWDsWj+Coa/zfVeKbt+lEA4vi4c1N/mTL9d9zaP6yrsL6hBDifgOm/rVa71+/obmWdIXiRFdFtm7dWtVNEkIIIYQQT0CNSjyUJA5KFpd8UCJBURQts/mwjIyMMDL675qan3/+OVZWVqxfv57bt2/TsGFDrez+bepKb2FXVFQEFCc8goODGTRoEOHh4dqClfePJKlvXIdFY7pw5coVUr+ur3W4Q07vpm7dukwZ04X9C+uV64iHh19j6clm2vnJh1vg4WGNj48LKaueZ+ZrnWSqhfjDfg57HnjwB8CHjRFCCCGEEEKI+9WoXS2qw9WrV2nZsiWKohAWFvbAnTT0Xd+6dWtUVSUsLEw77+HhwZYtWwDYvXs3169fB6BFixZkZ2eTm5tLQUGBtnd7o0aNaNq0KTt37gSKt7i7efNmZbxEIUQtMWHCBI4dO1bdzdD4+vpWuL3mw8ZUtjFjxtCuXTs6derE+PHjuX379mPXmZGRgaurK23btmXUqFHcunVLb9xf/vIXbGxsaNeuHfv2FU9LOn78OI6OjtrDzMyMv/3tb2WuW7hwIYqi8Pvvvz92W4UQQgghaptnPvEQGBjIypUrcXNz4/Tp02VGOTyMkJAQvL296dGjhzYtA2DOnDl8//33dO7cmf3799O8eXMaNGhA/fr1CQ4OpmvXrgwdOrTMXu8bNmzg888/x97eHg8PDy5evFhpr1OIh1F4+w4xc/qXexTevlPdTXsmrFy5sszvBKHfmDFjSE9PJyUlhfz8fFauXPnYdc6YMYOgoCBOnDhBo0aNWLVqVbmYY8eOsWnTJtLS0ti7dy8BAQHcuXOHdu3akZiYSGJiIgkJCZiampbZgQB0vTMAACAASURBVOTMmTP88MMP/OlPf3rsdgohhBBC1Eqqqj7xR5cuXdSnXX5+vnr79m1VVVX14MGD6rPwmkXt06NHD7VHjx7V3YxnTl5enjpo0CDV3t5etbOzUzdt2qSqavHPIy4uTlVVVV25cqXatm1btUePHuqECRPUKVOmqKqqquPGjVMnT56s9uzZU33ppZfUyMhI1c/PT23fvr06btw47R6TJ09Wu3Tponbs2FGdPXt2he2ZM2eO6uzsrNrZ2akTJ05U7969q93rm2++UVVVVV988UX1/fffV7t27ap27dpVPXHihBYzdepU1d3dXX3ppZe0+OvXr6u9e/dWnZyc1E6dOqnbtm0zeP+MjAy1Xbt26tixY1WdTqcOGzZMvXHjxkO9l4sWLVKDg4MfKtaQu3fvqk2aNNF+Zx86dEjt169fubj58+er8+fP14779eunHjp0qEzMvn371G7dupU5N2zYMDUxMVF98cUX1YsXL1bYFiBerYa/y8/qQ/42C/F0kX6NEJWjKvojz/yIh6qSmZlJ165dsbe3JygoiK+++qq6mySEqCH27t1Lq1atSEpKIjU1lQEDBpQpz87O5pNPPiEmJoYffviB9PT0MuW5ubns37+fxYsX4+npSVBQEGlpaaSkpGhb9c6bN4/4+HiSk5OJiooiOTnZYHsCAwOJi4sjNTWV/Px8du3apTfOzMyM2NhYAgMDefvtt7XzOTk5REdHs2vXLj744AMA6tevz9atWzly5AgRERG8++67FP8d0+/48eNMmjSJ5ORkzMzMWLZsWcVvInD79m3++c9/lnv/SuorPf2h9OPKlStlYi9duoSFhQV16xYve2RpaUlWVla5OrOysrCystKO9cVt2rSJ0aNHa8c7duygdevWODg4PPD1CCGEEEI8rSTxUEXat2/P0aNHSU5OJi4uTtv2UwghdDod4eHhzJgxg4MHD2Jubl6mPDY2lh49etC4cWOMjY0ZMWJEmXJPT08URUGn09G8eXN0Oh1GRkbY2dmRmZkJwJYtW+jcuTNOTk6kpaVVuHZEREQErq6u6HQ69u/fT1pamt64kg/Uo0eP1nb2AfDy8sLIyIiOHTty/vx5oHg0XXBwMPb29vTt25esrCytTB8rKyu6d+8OgI+PD9HR0QZjSwQEBPDqq6/yyiuvlCsrPf3h/oeFhUWZWH0JEX2LGz8o7tatW+zYsUP7ed28eZN58+bx8ccfP/C1CCGEEEI8zWrUrhZCCPEssLW1JSEhgd27d/Phhx/Sr18/Zs+erZVXNDIAKLPDzv277xQVFZGRkcHChQuJi4ujUaNG+Pr6UlBQoLeugoICAgICiI+Px8rKipCQEIOxpT9kl35eug0lbd+wYQMXL14kISEBY2NjrK2tDdZ7f336ju83Z84cLl68aHA02fHjxxk1apTessjIyDLJh6ZNm3LlyhWKioqoW7cuZ8+epVWrVuWus7S05MyZM9rx/XF79uyhc+fO2no/p06dIiMjQxvtcPbsWTp37kxsbCwtWrTQrvPz8+Po0aN67ymEEEII8TSoUSMeSjqsJdtpPqjzraoqkZGRREZGVhh74cIFXnrpJc6dO6edCwgI0La+rAnu3r1bo9ojhKg62dnZmJqa4uPjw/Tp0zly5EiZchcXF6KiosjNzaWoqIjvvvvukeq/du0aDRo0wNzcnPPnz7Nnzx6DsSXJgKZNm5KXl1fhDhWbN2/W/nV3d6+wDVevXqVZs2YYGxsTERHB6dOnK4z/7bfftFEUGzduxMPDw2DsypUr2bdvHxs3biyzPXJpjzLiQVEUevXqpb32sLAwXnvttXJ1Dh06lE2bNlFYWEhGRgYnTpzAxeW/28xu3LixzDQLnU7HhQsXyMzMJDMzE0tLS44cOVIm6QCwZs0aEhMT2b17d4XvkRBCCCFEbVWjEg+JiYlMmzaNy5cvs23bNmbOnGkwNj8/H19fX1JTU0lNTcXX15f8/Hy9sc2aNWPGjBlMnz4dgCNHjhAdHc27775bJa/jj5DEg/ijDO04ITtR1FwpKSm4uLjg6OjIvHnzmDVrVpny1q1bExwcjKurK3379qVjx47lpmNUxMHBAScnJ+zs7Bg/frw2hUEfCwsLJk6ciE6nw8vLi65duxqMLSwsxNXVlS+++ILFixdX2IYxY8YQHx+Ps7MzGzZsoH379hXGd+jQgbCwMOzt7bl8+TL+/v4GYydPnsz58+dxd3fH0dGxUqYyLFiwgEWLFmFjY8OlS5d48803geI1GkpGo9jZ2TFy5Eg6duzIgAED+Pvf/06dOnWA4mkVP/zwA6+//vpjt0UIIYQQ4mmjPGhUQVVwdnZW4+Pj9Zalp6fj7u7OG2+8QWhoaIX13Lx5U5vbe/DgQUxNTQ3G3r17l+7duzN//nxmzpzJp59+yquvvsqpU6fw9fUlLy8PIyMjli1bhqurK+Hh4cybN48mTZqQlJTEqFGjsLW15csvv6SwsJAdO3ZgbW3N9u3bmT9/Prdu3eKFF15g/fr1NGvWjAsXLjB69Ghyc3Nxc3Nj+/btpKWlYWFhgaenJ9nZ2RQUFBAUFMSECROYPn06ixcvRqfTYW9vz7p16/TGCaGP20f7yp2LmdP/gdf17NkTKB56LmqWvLw8GjZsSFFREd7e3owfP77MFo1PmrW1NfHx8TRt2rTS687MzGTIkCGkpqZWet21jaIoCaqqOld3O54VFfVHhBC1j/RrhKgcVdEfqVFrPCQmJrJ69Wp8fHzo06cPs2bNYu7cuXpj8/PzmTJlCn5+fgBMmTKFZcuWYWJiojfeyMiI0NBQevfuzdChQ3n11VcBaNmyJT/88AP169cnPT2dcePGcfjwYQCSkpL4+eefMTc3x9ramoCAAJwD/k7S3g14TZ6J+6i3KLzRAKc/L0FRFNIi/kV/3+m4jQjkwLpPMXuhI64+/0tmYjTZ2dm8syGBeqbP07TfNCwbmnO7sID3Z4/jUIE1xu1fp269r3B/awUA/mti9cbVa2BW2W+7qOVC/VwMlvmvia3w2l/OXX+oOPHk/bT5C84ei+PO7VtY2rmyL7cV/67Gn9OlvFtM//oIJs9bPDj4nor+bwohhBBCiGdHjUo8ODg4sGTJEkJCQvDy8tI7x7aEiYkJq1evJioqCihOPDxoMTJHR0c6depEQECAdq6wsJDAwECSkpKoW7cup06d0spcXV21RcLatGlD//79WXsMGlu+zPlTKQBcv3SOn0Jnkn/1EneKbmHe/E8A5JxIovOQ4qTIi44eGNf/72iM5H9v5HTiQQDyci9w9UIWTf/Utlx79cU1e0kSD0I8C9xHvVXpde798n2u/55d5pzbiECsOrk98Fqfz7Y99v0vXbpEnz59yp3/8ccf9Y528Pb2JiMjo8y5BQsW0L//g0fzCCGEEEKImqNGJR5KEgcli0s+KJGgKIo2pOphGRkZlVmM7PPPP8fKyor169dz+/ZtGjZsqJXdv1p8vXr1CPVzJDz8GktP7SfUzwUPj3dY8dlHDBo0iPDwcD799FNC/Vw4sLA+80c6anu+b3irDovGdCE+Pp5j105x5pdkTExM8PDwIKjfy7i5ubB5eh3tG8Lw8HC9cR4e8g2ieHgP+sb557DnHypOPCX8Iqv19k2aNCExMfGh47du3VqFrRFCCCGEEE9KjVpcsjpcvXqVli1boigKYWFhD9xJQ9/1rVu3RlVVwsLCtPMeHh5s2bIFgN27d3P9+nUtvnHjxpiYmJCWlkZcXBwAdesW54CKiooqjBNCPL0mTJjAsWPHqrsZGl9f3wp3uXjYmMr25ptv4uDggL29PcOHDycvL++x60xISECn02FjY8O0adP0/i1QVZVp06ZhY2ODvb29thtJREQEjo6O2qN+/fps21Z2hMjUqVPLJLaFEEIIIZ4lNWrEQ3UIDAxk+PDhbNy4kb59+5YZ5fAwQkJC8Pb2xtLSEhcXF3JycoDiPeb/53/+hw0bNtC7d2+aN29OgwYNGDx4MCtWrMDBwYH27dvj6uqq1fXmm29ib2+Ps7MzK1asMBgnRGmFt+/oXUiy8PYd6hnXqYYWiT9q5cqV1d2EWmHx4sWYmRVPO3vnnXdYunQpH3zwwWPV6e/vz4oVK3Bzc2PQoEHs3buXgQMHlonZs2cPJ06c4MSJExw+fBh/f38OHz5Mr169tJEcly9fxsbGhn79+mnXxcfHc+XKlcdqnxBCCCFEbfbMJR7uX+W2Xbt2pKSkaMcli1n27duXvn37auejo6O156XLhg0bxrBhw8rdx8LCgn//+9/UrVuX6OhoIiMjMTY2xtjYmH37yu9AAMXTPj7//HPt2FCcEKUZSi5I0qHmunHjBiNHjuTs2bPcuXOH//u//2PUqFH07NmThQsX4uzszKpVq1iwYAGtWrWibdu21KtXj6VLl+Lr64uJiQnp6emcPn2aNWvWEBYWxk8//YSrqytr164Fij9Ix8XFkZ+fz/Dhw5kzZ47B9nz88cfs3LmT/Px8unXrxldffVVuqpu1tTWjRo0iIiICgK+//hobGxsADhw4wKJFizh37hx//etftVEIr732Grm5udy+fZu5c+caXLcnMzOTAQMG4OrqytGjR7G1tWXdunUGdyoqSTqoqkp+fv4Dp+U9SE5ODteuXcPd3R2AsWPHsm3btnKJh+3btzN27FgURcHNzY0rV66Qk5NDy5YttZhvv/2WgQMHam2/c+cO7733Hl9//bVMHRFCCCHEM+uZn2pRVTIzM+natSv29vYEBQXx1VdfVXeThBA1xN69e2nVqhVJSUmkpqYyYMCAMuXZ2dl88sknxMTE8MMPP5Cenl6mPDc3l/3797N48WI8PT0JCgoiLS2NlJQU7Zv3efPmER8fT3JyMlFRUSQnJxtsT2BgIHFxcaSmppKfn8+uXbv0xpmZmREbG0tgYCBvv/22dj4nJ4fo6Gh27dqljTyoX78+W7du5ciRI0RERPDuu+9WOJXt+PHjTJo0ieTkZMzMzFi2bFmF76Gfnx8tWrQgPT2dqVOnliu/f/pDyaNbt27lYrOysrC0tNSOLS0tycrK0htXsm6PobhNmzYxevRo7Xjp0qUMHTq0THJCCCGEEOJZI4mHKtK+fXuOHj1KcnIycXFxdOnSpbqbJISoIXQ6HeHh4cyYMYODBw9ibm5epjw2NpYePXrQuHFjjI2NGTFiRJlyT09PFEVBp9PRvHlzdDodRkZG2NnZkZmZCcCWLVvo3LkzTk5OpKWlVbh2REREBK6uruh0Ovbv309aWpreuJIP1KNHj+ann37Sznt5eWFkZETHjh05f/48UDwaITg4GHt7e/r27UtWVpZWpo+VlRXdu3cHwMfHp8woM33WrFlDdnY2HTp0YPPmzeXKS6Y/3P84dOhQuVh9CRF9oygeFJeTk0NKSoq260Z2djbffPON3sSIEEIIIcSz5JmbaiGEENXN1taWhIQEdu/ezYcffki/fv2YPXu2Vv6gRW5L1qIp2W2nhJGREUVFRWRkZLBw4ULi4uJo1KgRvr6+FBQU6K2roKCAgIAA4uPjsbKyIiQkxGBs6Q/ZpZ+XbkNJ2zds2MDFixdJSEjA2NgYa2trg/XeX5++Y33q1KnDqFGj+Oyzz/Dz8ytTFhERQVBQULlrTE1NyyUfLC0tOXv2rHZ89uxZWrVqVe5aS0tLzpw5YzBuy5YteHt7Y2xsDMDRo0c5efKkNiXl5s2b2NjYcPLkyTL19u/fn/Pnz+Ps7PzA1yyEEEIIURvVqBEPJR3Wku00H9T5VlWVyMhIIiMjHxjr5OSkDUEuKiqiQYMGrF+/Xivv0qWLtkK5PmvXriUwMPBhXoYQQlQoOzsbU1NTfHx8mD59ernfPS4uLkRFRZGbm0tRURHffffdI9V/7do1GjRogLm5OefPn2fPnj0GY0uSAU2bNiUvL6/CHSpKRhZs3rxZWw/BkKtXr9KsWTOMjY2JiIjg9OnTFcb/9ttv2iiKjRs34uHhoTdOVVXtg7uqquzcuZP27duXi3uUEQ8tW7bk+eefJyYmBlVVWbdund71KIYOHcq6detQVZWYmBjMzc3LTKHYuHFjmWkWgwcP5ty5c2RmZpKZmYmpqWm5pAMUr+eTmJgoi4sKIYQQ4qlVo0Y8JCYmsmbNGgC2bdtGbGws8+fP1xubn5/P5MmT6dq1K1A87Hb58uWYmJjoje/WrRuHDh3C0dGRpKQk2rVrx6FDh/Dx8eHGjRv8+uuvODg4VM0LE+IJMrSbhexyUXOkpKTw3nvvYWRkhLGxMaGhoWXKW7duTXBwMK6urrRq1YqOHTuWm45REQcHB5ycnLCzs6NNmzbaFAZ9LCwsmDhxIjqdDmtra+13qj6FhYW4urpy9+5dNm7cWGEbxowZg6enJ87Ozjg6OupNDpTWoUMHwsLC+POf/0zbtm3x9/fXG6eqKuPGjePatWuoqoqDg0O59++PCA0NxdfXl/z8fAYOHKgtLLl8+XIAJk+ezKBBg9i9ezc2NjaYmppqf6+geF2fM2fO0KNHj8duixBCCCHE00Z50EiBquDs7KzGx8frLUtPT8fd3Z033njjgZ3Jmzdv8sorrwBw8OBBgyugQ/EK7Lt372b9+vV8+eWX1KtXj7Vr13Lo0CEiIiKYO3cuP/74I7Gxsbz99tvk5+djYmLCmjVraNeuHWvXriU+Pp6lS5fy/fffM3fuXHbu3MlPP/3E3LlzuXXrFk2aNGHDhg288MILWmLjhRde4O7du9ja2hITE6M3vnnz5oSEhJCRkUFOTg6//PILixYtIiYmhj179tC6dWt27tyJsbHxQ60+L4TbR+V3RNG35WbPnj2B8ru9iOqXl5dHw4YNKSoqwtvbm/Hjx+Pt7V1t7bG2tiY+Pp6mTZtWet2ZmZkMGTKE1NTUSq+7tlEUJUFVVZlz8YRU1B8RQtQ+0q8RonJURX+kxo14WL16NT4+PvTp04dZs2Zp21veLz8/nylTpmjzeqdMmcKyZcv0jnjwXxPLtd9N2bkvAv81sYSv30mX1yZwOreQN5dFkBK+hbsNrPFfE8ut/Dx04xdiVKcuZ9NiGThmMv2nLCA9+lcuZp5nQOBfSfr31wyctpD/2/krhTdMcPrzEhRF4ecD2+k39h26vfEWFna98Jo2H/t+ozmTGsNdC6sK4+OOZpF1LBHP90Mxz/6VUaP/h34Bn+Lxzir2fvk+nu/8jZc696CgkTvOAcUr4P/4j48Y9PYirB1fqbofiqh1Qv1cDJb5r4ktc/zLuet6z4vq99PmLzh7LI47t29haefKvtxW/Lsaf06X8m4x/esjmDxvUan1VvT/VQghhBBCPB1qVOLBwcGBJUuWEBISgpeXl8E93wFMTExYvXo1UVFRQHHioaJv/s2atuLundvcvHqJ3HOnsWjxIi9Yd+TCr2mcP5VMpz4jAbiVf4P9Kz/m6oUzKCjcvVOk1ZGdnsDFzJ8Z8u4SnjNpCEBe7gV+Wj6Tm1cucafoNmYvFC801v4VT/YueQ/7fqNJj95J++6eFcYDWOm6UaduXZpY2nD37l2sdMVzqJtYvsz137O1NiTuWU/RrQIKblyjcas2kngQ4inkPuqtSq9z75fva79LSriNCMSqk9sDr/X5bNtj378g7yo7P5tS5txPX5jy448/6h3t4O3tTUZGRplzCxYs0HaNEEIIIYQQtUONSjyUJA5KFpd80BQCRVG0IVUVKflG7ffdPeha9xQX7V5m+XhX/mWRRUpKCjHZv7Bh9jgsLCzw9fUlyPd1pk2bRmZmJj179iTUz4W1yjG+u2DHr7/+ir+Lmbb6eM+e7/P3+TMZOnQokZGRhISEaPcbGL6MES/msffCSXYueos6deoYjA85vZuGDRsy/d616996juXjXYvfj3tlgaPtefEDzzKrzwOEyDeG4iHd/+3yz2HP6z0vnlJ+kdXdApj6y0OHbt26tQobIoQQQgghnpQatatFVevevTuLFy/WVmN3d3dn3bp1tGjRAguL4uHDV69epXXr1kDxThalvfjii/zrX/9i7Nix2j73pePDwsLKxE+YMAEfHx9GjhxJnTp1Hhj/II+y+rwQQgghhBBCCFETPHOJh19//VVLPLRs2ZI7d+7QrVs3Leb999/nww8/pHv37ty5c6dcHe3atWPDhg2MGDGCU6dOERISwogRI3jllVfKLbo2dOhQ8vLyyuwvX1H8g5Refd7Ly6vC1efFs6vw9h1i5vQv9yi8Xf7/s6hZJkyYwLFjx6q7GRpfX98HJjgfJqaqTJ06lYYNG1ZKXQkJCeh0OmxsbJg2bZreLZpVVWXatGnY2Nhgb2+vbYMaERGBo6Oj9qhfvz7bthVPTXnzzTdxcHDA3t6e4cOHk5eXVyntFUIIIYSoTWrcrhZPk/j4eIKCgjh48GB1N0UIvWT1Z1ERX19fhgwZwvDhwx8rpirEx8fzxRdfsHXr1kr5MO/i4sIXX3yBm5sbgwYNYtq0adqWmiV2797Nl19+ye7duzl8+DBvvfUWhw8fLhNz+fJlbGxsOHv2LKamply7dg0zMzMA3nnnHZo1a8YHH3xgsB2yq8WT9az0R4R4Vki/RojKURX9kWdqxMOT9OmnnzJs2DD+8pe/VHdThBA1zI0bNxg8eDAODg506tSJzZs3A8UdppIPQatWrcLW1paePXsyceJEAgMDgeIP+v7+/vTq1Ys2bdoQFRXF+PHj6dChA76+vto9/P39cXZ2xs7Ojo8++qjC9nz88cd07dqVTp06MWnSJL3f9ltbWzNjxgxcXFxwcXHh5MmTWtmBAwfo1q0bbdq00UY/5OXl0adPHzp37oxOp2P79u0G75+ZmUn79u0ZN26cNjLg5s2bBuPv3LnDe++9x1//+tcKX9fDysnJ4dq1a7i7u6MoCmPHjtVGLJS2fft2xo4di6IouLm5ceXKFXJycsrEfPvttwwcOFDb3rkk6aCqKvn5+bL9sRBCCCGeSZJ4qCIffPABp0+fxsPDo7qbIoSoYfbu3UurVq1ISkoiNTWVAQMGlCnPzs7mk08+ISYmhh9++IH09PQy5bm5uezfv5/Fixfj6elJUFAQaWlppKSkkJiYCMC8efOIj48nOTmZqKgokpOTDbYnMDCQuLg4UlNTyc/PZ9euXXrjzMzMiI2NJTAwkLfffls7n5OTQ3R0NLt27dK+za9fvz5bt27lyJEjRERE8O677+pNaJQ4fvw4kyZNIjk5GTMzM5YtW2YwdunSpQwdOpSWLVsajLl/+kPJo/TUuhJZWVlYWlpqx5aWlmRlZemNs7KyqjBu06ZNjB49usw5Pz8/WrRoQXp6OlOnTjXYZiGEEEKIp5UkHoQQ4gnT6XSEh4czY8YMDh48iLm5eZny2NhYevToQePGjTE2NmbEiBFlyj09PVEUBZ1OR/PmzdHpdBgZGWFnZ0dmZiYAW7ZsoXPnzjg5OZGWllbh2hERERG4urqi0+nYv3+/tnju/Uo+UI8ePZqffvpJO+/l5YWRkREdO3bk/PnzQPE3/MHBwdjb29O3b1+ysrK0Mn2srKzo3r07AD4+PkRHR+uNy87O5ptvvnngB/hevXqRmJhY7nHo0KFysfoSIvpGJjwoLicnh5SUlHLbfa5Zs4bs7Gw6dOigjW4RQgghhHiW1KjEQ0mnrmSbyAetP6GqKpGRkURGRlYYu2/fPu3broYNG9KuXTscHR0ZO3ZspbVdCCEelq2trbaY4YcffsjHH39cpvxBv/vq1asHgJGRkfa85LioqIiMjAwWLlzIjz/+SHJyMoMHD9Z2xblfQUEBAQEBfPvtt6SkpDBx4kSDsaU/ZJd+XroNJW3fsGEDFy9eJCEhgcTERJo3b26w3vvr03dc4ujRo5w8eRIbGxusra25efMmNjY25eIeZcSDpaUlZ8+e1Y7Pnj1Lq1at9MadOXPGYNyWLVvw9vbG2Ni43LV16tRh1KhRfPfdd+XK+vfvj6OjIxMmTND7moUQQggharsalXhITExk2rRpXL58mW3btjFz5kyDsfn5+fj6+pKamkpqaiq+vr7k5+frje3fv7/2bZezszMbNmwgMTGRdevWVdVLEaJWMbTjheyEUTWys7MxNTXFx8eH6dOna7sjlHBxcSEqKorc3FyKior0flityLVr12jQoAHm5uacP3+ePXv2GIx9lG16S76t37x5s7Y7kCFXr16lWbNmGBsbExERwenTpyuM/+2337RRFBs3bjQ4TW3w4MGcO3eOzMxMMjMzMTU1LbPeRIlHGfHQsmVLnn/+eWJiYlBVlXXr1vHaa6+Vixs6dCjr1q1DVVViYmIwNzcvM91j48aNZaZZqKqqtU1VVXbu3En79u3L1btv3z4SExNZuXJlhe+REEIIIURtVbe6G1Cak5MTJiYmuLu7c/v2bUJDQw3GmpiYEBoayiuvvALAwYMHMTExeeR75ufnM3nyZI4cOYKxsTF/+9vfePXVV+nWrRsrVqygU6dOALi6urJ69WquX79OUFAQBQUFmJqasnbtWtq2bcvKlSvZvXs3t27dIi0tjffff5+8vDy+/vprTExM2L17NxYWFixfvpxVq1Zx69YtbG1tWbdu3R9qtxCVqZ5xHdw+2lfufMyc/nqixeNKSUnhvffew8jICGNj43K/61q3bk1wcDCurq60atWKjh07lpuOUREHBwecnJyws7OjTZs22hQGfUpv02ttbV3hNr2FhYW4urpy9+5dNm7cWGEbxowZg6enJ87Ozjg6Our9wF1ahw4dCAsL489//jNt27bF39+/4hdZyUJDQ7UE9sCBA7UdLZYvXw7A5MmTGTRoELt378bGxgZTU1PWrFmjXZ+ZmcmZM2fo0aOHdk5VVcaNG8e1a9dQVRUHB4cK/64JIYQQQjytatR2momJiaxevRpVVenTpw/x8fHMnTtXbx35+fkEBATQpUsXoHgP9mXLlj3wQ3zPnj1ZuHAhzs7Fu4MsWLCAqnTuZgAAIABJREFUkydP8o9//IO0tDQGDRrEiRMn+Oc//8nPP//MwoULOXbsGH5+fhw+fJirV6/SsGFD6tSpw969e1mzZg2bN29m5cqVfPbZZxw5coS8vDzatm3LokWLmDBhAlOnTqVdu3YEBgZy6dIlmjRpAhQvQPniiy/+oQ62/5rYR75GiPttX1D8fy87PcFg4kH+r1WP2wU3Ma5vyt07RexbOoP2Hp681KVntbVn/XteDJu9FpPnLSq97mu/Z7Pni3cZ9UnFyYz7hfq5VHpbqptsp/lkyXaaQjxdZDtNISpHVfRHatSIBwcHB5YsWUJISAheXl56h7qWMDExYfXq1URFRQEwZcqUP7RNWXR0NO+99x4AdnZ2tGrVipMnT/LGG2/g6OjIp59+yurVq/Hz8wPgypUrjB07llOnTpWrq3fv3jRo0IAGDRrQsGHD/2fv/uOiKvP+j78GRDyGacpmRn3Vbl3ZhAAFklaM5E7NnyRZraIObSY4q1n3Zm2yySrZXbluscWQ2eAvdu/ddKVc3bVcG8WyDG1aUVtRo6y0LX9wQw464Hz/8GY2VwYE+THK+/lPzHU+55zrnMfp8Th+znV9LsaMGQOcKyS3f/9+AP7+97/z1FNPcfLkScrLyxk9enSD+ywiV76iN17li70fUu06ww39b6XXgNvr30lERERExAf5VOKhJnFQU1yyvkSCyWTyZDYby9uIj6uuuoqEhATefPNN1qxZ41mibu7cuQwfPpwZM2Zw4MCB85bB+/cib98vAFdVVQXAlClT+Mtf/kJYWBhLly7l/fffb1S/r8QvfdLy9i3vVG+MnrVWkprf5Ie8++67+fTTT89re/bZZy9YhaE21tSvLvn8x44dIzEx8YL2v/3tb3R77MJk7qX0V0RERER8h08lHlrDkCFDyM/PZ8iQIezbt48jR454KqQ/+OCD3H333dxxxx2e+dVlZWWEhIQAsGzZsgaf77vvvuO6667D5XLxu9/9jptuuqnJrkVEpC5r165t1fN369bNk8S9GK3dXxERERFpGm0+8TBz5kymT59OeHg4AQEBrFixgvbt2wPnCkp27NjRM80C4PHHH+eBBx7gueee44477mjw+ebPn09sbCz/7//9P8LCwupcXk6kpZx2VddaSPK0q5rAAP9W6JGIiIiIiFwpfKq4pK85fPgwd955J/v27WtU/QgRX6ciTCK+RcUlW9bl8j4iIhdH7zUiTaM53kf8mvJgV5K8vDxuu+02Fi5cqKSDiIiIiIiISCO1+akW3qSmpp43xUJEREREREREGs6nRjzUTPuoWdWivmkgbrcbu92O3W6vM3bjxo1ERkYSGRlJUFAQ/fr1IzIykilTpnjdZ9euXfz1r3/1/N68eXOjVqBYu3Ytzz//fIP3ExEREREREbkS+NSIB4fDQV5eHgAFBQXs2LGDhQsX1hrrdDpJS0sjJiYGODc1Ijc3F8MwLogdPny4Z/m1hIQEFi1aRHR03VNWdu3aRXFxsWe5zM2bNxMcHMygQYMu+nqqqqq4++67Lzpe2h5vxRtV1FFERERERK4UPpV4iIqKwjAM4uLicLlcWK1Wr7GGYWC1WomPjwegsLCw1qRDfWoSGLt27SIgIIAXXniBmJgY5s+fj9PpxG6385Of/ISlS5fi7+/PsmXLyMnJoUePHjzwwAMcO3aM7t27k5eXxw033EBKSgrdu3dn165dxMTE8MMf/pDi4mJeeOGFRt8XuXIFBvgzaN7GC9prW2FCRERERETkcuRTiQeHw4HNZiMlJYXExEQyMjLIysqqNdbpdGKxWDx1GCwWCzk5ORedfEjP2wHARxtWUPbPMhIefY3jXx5i1Pj7+Mkzq7kpcTLHvzhI3MRHKQVCYv5Bh6DO3DLsJ6z8B6yfPom+cSP48ZQR7LWv5fakKQyz/Dc7Dh7Dtfcwwy3PUu7nx6qtb3D8i6Oe84l8nzU11uu2lnhm9h8tb7FzyeWlrmdTRERERKQhfKrGQ0REBNnZ2XTr1o2kpCQWLFjgNdYwDGw2G2FhYYSFhWGz2Ro14uFoycf8MO4uALqG3MRVXYIp+/pwvfv989M99Ln1TgB++OORHClxeLbdFJ2Iyc+nbq2IiIiIiIhIq/CpEQ81y1bWFJesbxlLk8nkWa+3oWq+5o1e05n/Gvkjhgw599uxJIh542/hvfcqKC7+jhf+Ly7j4JsEBwcz+/9+/+G//Mkxx+Lv709lZSVv/jIAa2osKX/rxj0jbyEp6Vzc0uq/n3cckYvVEl+c9y3v1GLnEhERERGRtqnNf5YfMmQI+fn5AOzbt48jR47Qp08fOnXqRHl5uSfu338PGjSIP/7xjwCsWrWKIUOGtGzHRURERERERC4DPjXioTXMnDmT6dOnEx4eTkBAACtWrKB9+/YMHTqU559/nqioKObOncu4ceOYMGECf/rTn3j55Zd56aWX+OlPf8ozzzzjKS4p0lCnXdW1FpLUqhYiIiIiInKlMLnd7hY/aXR0tLuoqKjFzysi56uZqmS321u1HyJyjslk2ul2u+te71majN5HRK4seq8RaRrN8T7S5qdaiIiIiIiIiEjzUeJBRERERERERJqNEg8iIiIiIiIi0mx8KvFQU2+iZjnN+upPuN1u7HY7dru9ztiNGzcSGRlJZGQkQUFB9OvXj8jISKZMmeJ1n6VLlzJ79uyGX4SIiIiIiIiIePhU4sHhcDBr1iyOHz9OQUEBc+fO9RrrdDoxm80UFxdTXFyM2WzG6XTWGjt8+HAcDgcOh4Po6Gjy8/NxOBysWLGiuS5FxGecdlU3qF1ERERERKQp+dRymlFRURiGQVxcHC6XC6vV6jXWMAysVivx8fEAFBYWYhhGg8/pdDpJS0tj165dBAQE8MILLzBkyJDzYt58802effZZ1q1bR3R0NPv376ddu3acPHmSqKgoDhw4wMcff0x6ejpOp5O+fftis9no3Llzg/sj0tQCA/wZNG/jBe21LeMpIiIiIiLS1Hwq8eBwOLDZbKSkpJCYmEhGRgZZWVm1xjqdTiwWC6mpqQBYLBZycnIanHzIzs6mffv27N69mz179jBy5EhKSko821evXk12djYbNmygc+fO/PjHP+avf/0ro0eP5ne/+x333nsv/v7+pKSksGTJEgYPHsyTTz7JggULWLRokdfzpuftaFA/RRrLmhrrddv+o+WAnkdpPXU9nyIiIiJyZfCpqRYRERFkZ2fTrVs3kpKSWLBggddYwzCw2WyEhYURFhaGzWZr1IiHbdu2MXnyZAD69+/P9ddfz4EDBwB4++23Wbx4sSfpAPDggw+Sl5cHQF5eHqmpqRw7dozKykoGDx4MwNSpU9m6dWuD+yIiIiIiIiJypfGpEQ8mkwn4V3HJmt91xSckJFzSOesqStmnTx8OHDhASUkJUVFRANx+++387Gc/45133iEgIIDQ0FC+/fbbBp9XX/nEF/zwuk6AnkcREREREWk+PjXioTUMGTKE/Px8APbt28eRI0fo06cPAL179+b1119n0qRJ7Nu3z7NPSkoKkyZN8kzzCA4OxjAM3nvvPQBWrlzJ7bff3sJXIiIiIiIiIuJ7fGrEQ2uYOXMm06dPJzw8nICAAFasWEH79u0922+++WZWrlxJcnIy69evp3fv3kyaNIn58+dz3333eeJWrlzpKS7Zp08fz3QMkdZ22lVdayFJrWohIiIiIiItoc0lHux2+3m/DcOodVnNBx980PP3wIED2bt3r+f3tm3buPfee7n66qs9bQMGDOCDDz5o+g6LXKLAAP8GtYuIiIiIiDSlNpd4uFTp6els2rSJv/71r63dFRERERERERGfp8RDA1mt1tbugoiIiIiIiMhlo80XlxQRERERERGR5uNTiYeapS1rltOsa6nLmu12ux273V5n7MaNG4mMjCQyMpKgoCD69etHZGQkU6ZM8brP0qVLmT17dsMv4nuqqqro0qVLrdtefvllz2oaIiIiIiIiIlcqn5pq4XA4PKtBFBQUsGPHDhYuXFhrrNPpJC0tjZiYGADy8vLIzc3FMIwLYocPH87w4eeq+ickJLBo0SKio6Ob6SoujsViadXzizS1067qWgtWemsXEREREZG2wacSD1FRURiGQVxcHC6Xq856CoZhYLVaiY+PB6CwsLDWpEN9ahIYu3btIiAggBdeeIEhQ4acF/Pmm2/y7LPPsm7dOmbNmsU999xDUlISAEFBQVRUVPDll19y3333UVFRQVVVFUuWLCE2NhaAJ554gr/85S907NiRN954g2uvvZaMjAyCg4OZPXs2gwcPJjY2lg8//JBjx46xYsUKnn76aYqLi5k0aZJnBMiYMWP46quvqKys5JFHHjlv5Q2R1hYY4M+geRsvaK9tKU8REREREWk7fCrx4HA4sNlspKSkkJiYSEZGBllZWbXGOp1OLBYLqampwLkRBDk5OQ1OPmRnZ9O+fXt2797Nnj17GDlyJCUlJZ7tq1evJjs7mw0bNtC5c2evx1m1ahVjxozh8ccfp7q6GqfTCUBZWRm33347//3f/82jjz6KzWbjiSeeuGB/wzAoLCzk17/+NUlJSezcuZPOnTtz0003MXv2bLp06cLy5cvp2rUrp06dIjo6muTkZK655poGXS9Aet6OBu8jV6b9R8uBpnkmrKmxXrfpmZPLRV3PsYiIiIg0jk/VeIiIiCA7O5tu3bqRlJTEggULvMYahoHNZiMsLIywsDBsNlujRjxs27aNyZMnA9C/f3+uv/56Dhw4AMDbb7/N4sWL6006AMTExLB06VJ+9atfUVxcTFBQkKefd911FwADBw6ktLS01v3Hjh0LQHh4OOHh4XTv3p0OHTrQq1cvvvjiCwB+85vfEBERQVxcHF988QUHDx5s8PWKiIiIiIiItCSfGvFgMpmAfxWXrPldV3xCQsIlnbOuopR9+vThwIEDlJSUEBUVBUC7du04e/YsANXV1VRVVQEwdOhQ7HY769evZ9KkSfziF7/gvvvuo3379p7j+fv7e+L/XWBgIAB+fn6ev2t+V1VVsWnTJrZu3cr777+PYRgMHjyYysrKRl2zvuhJjX3LOwHN/0zomRMRERERabt8asRDaxgyZIhndYl9+/Zx5MgR+vTpA0Dv3r15/fXXmTRpEvv27QOgV69e7Ny5E4C1a9dSXV0NwGeffcZ1113HQw89hNls5qOPPmrSfpaVldG1a1cMw2DPnj18+OGHTXp8ERERERERkebgUyMeWsPMmTOZPn064eHhBAQEsGLFivNGKdx8882sXLmS5ORk1q9fz/Tp0xk3bhxvv/02w4YN84xO+Nvf/sbixYsJCAggKCiIVatWNWk/R40axZIlS4iIiCA0NJRbb721SY8vcqlOu6prLSSpVS1ERERERNo2U11TDZpLdHS0u6ioqMXPKyLnq5mqZLfbW7UfInKOyWTa6Xa7W3e95zZE7yMiVxa914g0jeZ4H2nzUy1EREREREREpPko8SAiIiIiIiIizUaJBxERERERERFpNj6VeKipN1GznGZ99Sfcbjd2ux273V5n7MaNG4mMjCQyMpKgoCD69etHZGQkU6ZMaXAfb7jhBk6ePHlB+9q1a3n++efr3Pfw4cPcd999DT6niIiIiIiIyOXKp1a1cDgc5OXlAVBQUMCOHTtYuHBhrbFOp5O0tDRiYmIAyMvLIzc3F8MwLogdPnw4w4efq7afkJDAokWLiI5u2tpdd999d70xN954I3/4wx+a9LwiF8PbyhK//8Pr/OS+Ca3QIxERERERaSt8KvEQFRWFYRjExcXhcrmwWq1eYw3DwGq1Eh8fD0BhYWGtSYf61CQwdu3aRUBAAC+88AJDhgyhqqqKxx57jLfffhs/Pz/S0tKYMWMGAC+88AJvvPEG1dXVrF69mh/+8IcsXbqU4uJiXnjhBUpKSkhJScHtdjN8+HB++9vfcvLkSQ4cOMA999yDw+Fo3A0SaaTAAH8Gzdt4QXtty1+KiIiIiIg0JZ9KPDgcDmw2GykpKSQmJpKRkUFWVlatsU6nE4vFQmpqKgAWi4WcnJwGJx+ys7Np3749u3fvZs+ePYwcOZKSkhJeeeUVvvrqKz7++GP8/f05fvy4Z5/u3bvz0UcfkZ2dzeLFi8nNzT3vmDNnzuTnP/85EyZM4KWXXmrgXTgnPW9Ho/YTqY01Ndbrtv1Hy/W8SbOp69kTERERkbbBp2o8REREkJ2dTbdu3UhKSmLBggVeYw3DwGazERYWRlhYGDabrVEjHrZt28bkyZMB6N+/P9dffz0HDhxg06ZNpKWl4e9/bnh6165dPfuMHz8egIEDB1JaWnrBMT/44AOSk5MBmDhxYoP7JCIiIiIiInKl8KkRDyaTCfhXccma33XFJyQkXNI5vRWldLvdXs8fGBgIgL+/P1VVVZd0fm/0lVBayg+v66TnTUREREREmo1PjXhoDUOGDCE/Px+Affv2ceTIEfr06cOwYcOwWq1UV1cDnDfVoj6xsbGsXbsWgP/5n/9p+k6LiIiIiIiIXCZ8asRDa5g5cybTp08nPDycgIAAVqxYQfv27Zk+fTolJSXccssttGvXjvT0dNLS0i7qmNnZ2UyePJlnn32WkSNH0rlz52a+CpG6nXZV11pI8sjX37RCb0REREREpC0xeZtq0Jyio6PdRUVFLX7elvLdd9/RsWNHTCYTq1atYu3ataxZs6a1uyVygZqpSna7vVX7ISLnmEymnW63u2nXexavrvT3EZG2Ru81Ik2jOd5H2vyIh+bw4YcfMnv2bM6ePcs111xDXl5ea3dJREREREREpFUo8dAMEhIScDgcrd0NERERERERkVbnU8Ula6Z91KxqUd80ELfbjd1ux2631xt76tQpJk2aRHh4OGFhYQwePJiKigpKS0sJCwurdZ+nnnqKTZs2NfxCvFi2bBk/+9nPmux4IiIiIiIiIr7Op0Y8OBwOz7SEgoICduzYwcKFC2uNdTqdpKWlERMTA0BeXh65ubkYhlFr/Isvvkj37t3ZvXs3AP/4xz8ICAiosz/z589v7KWIXFZOu6oJDPC/6HYREREREZGL5VOJh6ioKAzDIC4uDpfLhdVq9RprGAZWq5X4+HgACgsLvSYdAI4cOULPnj09v/v16+f5u7q6mmnTpvHee+8REhLCG2+8gWEYmM1mRo8eTa9evXjwwQc9scXFxbjdbhISEli0aBHR0dF8++23REdHU1paSmVlJenp6RQVFdGuXTsWL17MHXfccV5/1q9fT1ZWFuvWrWP79u1kZWVx5swZunXrRn5+Pt27d2/UPRRpjMAAfwbN23hBe20rYYiIiIiIiDSETyUeHA4HNpuNlJQUEhMTycjIICsrq9ZYp9OJxWIhNTUVAIvFQk5OjtfkwwMPPMCwYcNYvXo1iYmJTJ06lb59+wJQUlLC73//e1599VXuvfde1qxZQ0pKimff6OhoT82Gxx57jBEjRgCw/2g5z7y5h2t3n8VZfpJjFWdIz9vBx3/N5/iX33DHo69x4kgpY+/5Cfc/8zoHPjjEN6VfM+Jnz/HxW7/jrlmL+OW6Q5z+ziBqejYmk4l9W99g2JRHue3+h5vqtop4tf9oeb0x6Xk7WqAnInWzpsa2dhdEREREpJF8KvEQERFBdnY2mZmZJCUlMW7cOK+xhmFgs9nYsmULcC7xYDKZvMZHRkZy6NAh3nrrLTZt2kRMTAzbt2/HMAx69+5NZGQkAAMHDqS0tLTWY/zxj39k165dvPXWW3Vex5GSjwn/z3sBuKZHL4K6XUfZ0c8B+OqTnXxTuo/R/5VNeyMIgIoT/2R77lxOnTxGdZWLq39wfZ3HFxEREREREblc+FTioSZxUFNcsq5EQs32mvV6L0ZQUBDjx49n/Pjx+Pn5sWHDBpKTkwkMDPTE+Pv743Q6L9h3z549zJs3j61bt+Lvf27O+803XMPjo39EbGwsX3zxBfbF7bGmxpL0RhdmjQhl6NBzX+iKbZ3ISApn1y4Xa/7Zn0OHDpEeezXR0eeWRk1ImMPLC+cyduxY7HY7mZmZ+ronLWLf8k71xuhZFBERERGRS+FTq1o0p3fffZcTJ04AcObMGfbu3XtezYe6lJWVcf/997NixQp+8IMfeNp79erFzp07AVi9erWnfciQIeTn5wOwf/9+Pv/8c09NiZ49e/KnP/2JKVOmsGfPHs/xQ0JCAFi+fPklXqmIiIiIiIiI7/CpEQ/N6eDBg6Snp+N2uzl79iyjRo0iOTmZzz77rN59CwoK+Oyzz5g2bZqnzeFw8POf/5x7772XlStXMnToUM+2GTNmkJaWRnh4OO3atWPZsmXnjaro168f+fn5TJgwgXXr1pGZmcmECRMICQlh0KBBfPrpp0178SL1OO2qrrWQpFa1EBERERGRS2Vyu90tftLo6Gh3UVFRi59XRM5XM1XJbre3aj9E5ByTybTT7XZHt3Y/2gq9j4hcWfReI9I0muN9pM1MtRARERERERGRlqfEg4iIiIiIiIg0GyUeRERERERERKTZ+FTioabeRM1ymvXVn3C73djtdux2e72xp06dYtKkSYSHhxMWFsbgwYOpqKigtLSUsLCwWvd56qmn2LRpU8MvREREREREREQAH1vVwuFwkJeXB5xbSWLHjh0sXLiw1lin00laWhoxMTEA5OXlkZubi2EYtca/+OKLdO/end27dwPwj3/8g4CAgDr7M3/+/MZeishlydsqFlrdQkREREREGsunEg9RUVEYhkFcXBwulwur1eo11jAMrFYr8fHxABQWFnpNOgAcOXKEnj17en7369fP83d1dTXTpk3jvffeIyQkhDfeeAPDMDCbzYwePZp77rmHXr16MXHiRN555x1cLhdLlizhF7/4BQcOHOCxxx4jLS2NiooKxo0bx4kTJ3C5XGRlZTFu3DhKS0u56667GDx48AXnOHjwIBaLhW+++YaOHTvy6quvEhoa2gR3U6ThAgP8GTRv4wXttS21KSIiIiIicjF8KvHgcDiw2WykpKSQmJhIRkYGWVlZtcY6nU4sFgupqakAWCwWcnJyvCYfHnjgAYYNG8bq1atJTExk6tSp9O3bF4CSkhJ+//vf8+qrr3LvvfeyZs0aUlJSLjjGjTfeyPbt23nkkUcwm828++67VFZW0r9/f9LS0ujQoQNr167l6quv5ttvv2XQoEGMHTu2znM89NBD5Obm0rdvXz744ANmzJjB5s2bzztvet6ORt9TkbrsP1oO/OsZs6bGeo3VcyiXg7qeYRERERFpHT6VeIiIiCA7O5vMzEySkpIYN26c11jDMLDZbGzZsgU4l3gwmUxe4yMjIzl06BBvvfUWmzZtIiYmhu3bt2MYBr179yYyMhKAgQMHUlpaWusxapII4eHhVFRU0KlTJzp16kSHDh04efIkV111FU8++SRbt27Fz8+PL7/8kq+//hqg1nNUVFTw3nvvMWHCBM85Tp8+ffE3TERERERERMTH+VTioSZxUFNcsq5EQs32hISEiz5+UFAQ48ePZ/z48fj5+bFhwwaSk5MJDAz0xPj7++N0OmvdvybOz8/vvH38/PyoqqoiPz+fb775hp07dxIQEECvXr2orKw8b9/vn+Ps2bN06dIFh8NRZ7/1BU+ay77lnYCLe8b0HIqIiIiISGP41KoWzendd9/lxIkTAJw5c4a9e/eeV/OhKZSVlXHttdcSEBDAO++8w2effVZn/NVXX03v3r15/fXXgXOrdHz88cdN2icRERERERGR1uRTIx6a08GDB0lPT8ftdnP27FlGjRpFcnJyvcmBhpg0aRJjxowhOjqayMjIiyoSmZ+fT3p6OllZWbhcLu6//34iIiKarE8iDXHaVV1rIUmtaiEiIiIiIo1lcrvdLX7S6Ohod1FRUYufV0TOVzNVyW63t2o/ROQck8m00+12R7d2P9oKvY+IXFn0XiPSNJrjfaTNTLUQERERERERkZanxIOIiIiIiIiINBslHkRERERERESk2fhU4qGm3kTNcpr11Z9wu93Y7Xbsdnu9sadOnWLSpEmEh4cTFhbG4MGDqaiooLS0lLCwsFr3eeqpp9i0aVPDL0REREREREREAB9b1cLhcJCXlwdAQUEBO3bsYOHChbXGOp1O0tLSiImJASAvL4/c3FwMw6g1/sUXX6R79+7s3r0bgH/84x8EBATU2Z/58+c39lJErgjeVrPQKhciIiIiInKxfCrxEBUVhWEYxMXF4XK5sFqtXmMNw8BqtRIfHw9AYWGh16QDwJEjR+jZs6fnd79+/Tx/V1dXM23aNN577z1CQkJ44403MAwDs9nM6NGjueeee9iwYQOPPvoowcHBDBgwgEOHDvHnP/+ZHTt2MHv2bJxOJ4ZhkJeXd96xRS5ngQH+DJq38YL22pbcFBERERERqY1PJR4cDgc2m42UlBQSExPJyMggKyur1lin04nFYiE1NRUAi8VCTk6O1+TDAw88wLBhw1i9ejWJiYlMnTqVvn37AlBSUsLvf/97Xn31Ve69917WrFlDSkqKZ9/KykqmT5/O1q1b6d27Nz/5yU8820JDQ9m6dSvt2rVj06ZNPPnkk6xZs8brNabn7WjwfRFpLvuPlgPen0traqzXffUsiy+r69kVERERkZblUzUeIiIiyM7Oplu3biQlJbFgwQKvsYZhYLPZCAsLIywsDJvNVueIh8jISA4dOsRjjz3G8ePHiYmJYd++fQD07t2byMhIAAYOHEhpael5+37yySfcdNNN9O7dG+C8xENZWRkTJkwgLCyMRx55hD179jT28kVERERERESuOD414sFkMgH/Ki5Z87uu+ISEhIs+flBQEOPHj2f8+PH4+fmxYcMGkpOTCQwM9MT4+/vjdDrP26+uwpW//OUvueOOO1i7di2lpaX19kdf4cSX7FveCWjcc6lnWURERERELoZPjXhoTu+++y4nTpwA4MyZM+zdu/e8mg8cE6d/AAAgAElEQVR1CQ0N5dChQ56REH/4wx8828rKyggJCQFg2bJlTdpnERERERERkcudT414aE4HDx4kPT0dt9vN2bNnGTVqFMnJyXz22Wf17msYBjk5OYwYMYLg4GBiY//1pXfOnDlMnTqVxYsXM3To0Oa8BJEWd9pVXWshSa1qISIiIiIiF8tU1zSC5hIdHe0uKipq8fNeioqKCoKCgnC73VgsFvr27csjjzzS2t0SuSQ1U4Psdnur9kNEzjGZTDvdbnd0a/ejrbgc30dExDu914g0jeZ4H2kzUy0u1auvvkpkZCT9+/enrKyM6dOnt3aXRERERERERHxem5lqcakeeeQRjXAQERERERERaSCNeBARERERERGRZuNTiYeaehM1y2nWV3/C7XZjt9ux2+31xp46dYpJkyYRHh5OWFgYgwcPpqKios59Ro4cycmTJzl58iQ5OTkXfyEiIiIiIiIiAvhY4sHhcDBr1iyOHz9OQUEBc+fO9RrrdDoxm80UFxdTXFyM2WzG6XR6jX/xxRfp3r07u3fvpri4mNdee42AgIA6+7Nhwwa6dOmixIO0Gadd1Q1qFxERERERqY9P1XiIiorCMAzi4uJwuVxYrVavsYZhYLVaiY+PB6CwsBDDMLzGHzlyhJ49e3p+9+vXz/N3UlIShw8fprKykocffpiHHnoIgF69elFUVMQTTzzBwYMHiYyM5M4772TevHmMGzeOEydO4HK5yMrKYty4cZSWljJixAgGDx7M+++/T0REBKmpqcybN49//vOf5OfnExsby44dO5g9ezZOpxPDMMjLyzuvPyKtJTDAn0HzNl7QXtuSmiIiIiIiIhfDp5bTdDgc2Gw23G43iYmJFBUVkZWVVesxnE4nM2bMYODAgQDs3LmTnJwcr8kHh8PBsGHD+I//+A8SExOZOnUqffv2BeD48eN07doVp9NJTEwMW7ZsoVu3bp7EQ0VFBaNHj6a4uBiAqqoqTp06xdVXX823337LoEGDKCkp4bPPPqNPnz589NFH9O/fn5iYGCIiInjttdd48803mf2rxYyY+TxnnBW0a98BP/92fLFnB3vsaxhuebYpbq1Ig7zxbDoA4x4/l+SzpsZ6TTyk5+1o0b6JNJY1Nba1u9BoWk6zZWk5TZEri5bTFGkazfE+4lMjHiIiIsjOziYzM5OkpCTGjRvnNdYwDGw2G1u2bAHAYrFgMpm8xkdGRnLo0CHeeustNm3aRExMDNu3b+dHP/oR2dnZrF27FoDDhw9TUlJCt27dvB7L7Xbz5JNPsnXrVvz8/Pjyyy/5+uuvAejduzfh4eEA9O/fn8TEREwmE+Hh4ZR/ewSAM87v2Lx0PmX/PIwJE2erqxp2o0REREREREQuEz6VeKhJHNQUl6wrkVCzvSazeTGCgoIYP34848ePx8/Pjw0bNvD111+zadMmtm/fTseOHUlISKCysrLO4+Tn5/PNN9+wc+dOAgIC6NWrl2efwMBAT5yfn5/nt5+fH9dd3R5raixms5lHzOOZNWsWpaWlJCQkXNZf6OTytW95J+DivhDrGRURERERkcbwqeKSzendd9/lxIkTAJw5c4a9e/fSs2dPysrKuOaaa+jYsSOffPIJ77///gX7durUifLycs/vsrIyrr32WgICAnjnnXf47LPPGtSXsrIyQkJCAFi2bFnjL0pERERERETEx/nUiIfmdPDgQdLT03G73Zw9e5ZRo0aRnJzMmTNnyM3N5ZZbbqFfv34MGjTogn27devGj3/8Y8LCwrjrrrt4/PHHGTNmDNHR0URGRhIaGtqgvsyZM4epU6eyePFihg4d2lSXKHLJTruqay0kedpVTWCAfyv0SERERERELnc+VVxSRFqWijCJ+BYVl2xZeh8RubLovUakaTTH+0ibmWohIiIiIiIiIi1PiQcRERERERERaTZKPIiIiIiIiIhIs/GpxENNvYma5TTrqz/hdrux2+3Y7fZ6Y0+dOsWkSZMIDw8nLCyMwYMHU1FR0ST9FhEREREREZHa+VTiweFwMGvWLI4fP05BQQFz5871Gut0OjGbzRQXF1NcXIzZbMbpdHqNf/HFF+nevTu7d++muLiY1157jYCAgOa4DJEr1mlXdYPaRUREREREfGo5zaioKAzDIC4uDpfLhdVq9RprGAZWq5X4+HgACgsLMQzDa/yRI0fo2bOn53e/fv08fyclJXH48GEqKyt5+OGHeeihhwB47bXXePbZZ7n++uvp27cvgYGBvPTSS6xbt46srCzOnDlDt27dyM/Pp3v37pd6+SI+LzDAn0HzNl7QXtsSnCIiIiIiIuBjiQeHw4HNZiMlJYXExEQyMjLIysqqNdbpdGKxWEhNTQXAYrGQk5PjNfnwwAMPMGzYMFavXk1iYiJTp06lb9++ANhsNrp27YrT6SQmJobk5GROnz7NggUL2LVrF506dWLo0KFEREQAMHjwYN5//31MJhNLly7lueee49e//vUlX3963o5LPoZIQ+w/Wg5c/LNnTY31uk3Pr7RFdf0/ISIiIiLn+FTiISIiguzsbDIzM0lKSmLcuHFeYw3DwGazsWXLFuBc4sFkMnmNj4yM5NChQ7z11lts2rSJmJgYtm/fzo9+9COys7NZu3YtAIcPH6akpISjR49y++2307VrVwAmTJjA/v37Afjiiy+47777OHLkCGfOnKF3795NdQtERERERERErig+lXioSRzUFJesK5FQsz0hIeGijx8UFMT48eMZP348fn5+bNiwga+//ppNmzaxfft2OnbsSEJCApWVlXUWq5w5cyaPPvooY8eOxW63e/p7qfTlTFravuWdgKZ59vT8ioiIiIhIbXyquGRzevfddzlx4gQAZ86cYe/evfTs2ZOysjKuueYaOnbsyCeffML7778PQGxsLFu2bOHEiRNUVVWxZs0az7HKysoICQkBYPny5S1/MSIiIiIiIiKXCZ8a8dCcDh48SHp6Om63m7NnzzJq1CiSk5M5c+YMubm53HLLLfTr149BgwYBEBISwpNPPsmtt97K9ddfz80330znzp2BcyMyJkyYQEhICIMGDeLTTz9tzUsTaTGnXdW1FpI87aomMMC/FXokIiIiIiK+rs0kHqZMmcKUKVMuaA8MDOQvf/lLrftMnDiRhx56iKqqKu6++26GDRsGwLhx4+qsPyFypfKWXFDSQUREREREvGkzUy0aIzMzk8jISMLCwujduzdJSUmt3SURERERERGRy0qbGfHQGIsWLWrtLoiIiIiIiIhc1nxqxEPNShI1q0TUtbJEzXa73Y7dbq83FmDbtm3ExsYSGhpKaGgoS5YsaVQ/7XY7o0ePbtS+IiIiIiIiIm2JTyUeHA4Hs2bN4vjx4xQUFDB37lyvsU6nE7PZTHFxMcXFxZjNZpxOp9f4o0ePMnHiRHJzc/nkk0/Ytm0br7zyCuvXr2+OSxFpFqdd1Q1qFxERERERaW0+NdUiKioKwzCIi4vD5XJhtVq9xhqGgdVqJT4+HoDCwkIMw/Aa//LLL2M2mxkwYAAAwcHBPPfcc2RmZjJq1Chef/11fvWrX+Hv70/nzp3ZunUrpaWlTJ48me+++w6Al156idtuu+2843744Yc89NBDrFmzhm+//ZbZs2fjdDoxDIO8vDz69et3qbdFxCMwwJ9B8zZe0F7bShMiIiIiIiK+wKcSDw6HA5vNRkpKComJiWRkZJCVlVVrrNPpxGKxkJqaCoDFYiEnJ8dr8mHPnj2cuiGO9LwdnrbTp0x8+NHfSc/bwR9/+QtGPvoCQddcy+lT5aTn7cB1upLQyQtpFxDIya8/J2niT0met5wvP9nH7sMnuXvuUrblL2L4z57j+S3fcsZZQfgDi/Dzb8cXe3Zw16Q0hluebfobJW2WNTXW67bvP9sXa//R8kbvK/Lv6no+RURERKTt8qnEQ0REBNnZ2WRmZpKUlFTnkpWGYWCz2diyZQtwLvFgMpm8xrvdbkx4335d31t457UF/EdMIjcNvAOAs9VVbFvxPMc+L8Hk50fZ15974k8eKWXL8mcY/Wg2V13zAwDOOL9j89L5lP3zMCZMnK2uasjli4iIiIiIiFxxfCrxUJM4qCkuWVcioWZ7QkLCRR27f//++Pn9L/O/90Vu8+bNlETdcu4rXeqf+OCDD1i/fj15zz2Aw+Hgt7/9LWNv689z29Zz9uxZOnTogDU1Frv9FMff7UVlZSX39YNRo84d02w284h5PLNmzaK0tJSEhAR9AZQW05hnbd/yTo3eV0RERERE5GL4VHHJ5mSxWFi2bBkOhwOAY8eO8fjjjzNnzhwADh48yK233sr8+fMJDg7m8OHDlJWV0aNHD/z8/Fi5ciXV1f8q4NelSxfWr1/Pk08+id1uB6CsrIyQkBAAli1b1qLXJyIiIiIiIuKLfGrEQ3Pq0aMHq1atYtq0aZSXl+N2u5k9ezZjxowB4LHHHqOkpAS3201iYiIRERHMmDGD5ORkXn/9de644w6uuuqq847ZvXt31q1bx1133YXNZmPOnDlMnTqVxYsXM3To0Na4TLnCnXZV11pI8rSrmsAA/1bokYiIiIiISN1Mbre7xU8aHR3tLioqavHzisj5aqYq1YzaEZHWZTKZdrrd7ujW7kdbofcRkSuL3mtEmkZzvI+0makWIiIiIiIiItLylHgQERERERERkWajxIOIiIiIiIiINBufSjzU1JuoWU6zvvoTbrcbu92O3W6vNxZg27ZtxMbGEhoaSmhoKEuWLPFsM5vNrF69+oJ9HnzwQfbu3duAqxARERERERGRGj6VeHA4HMyaNYvjx49TUFDA3LlzvcY6nU7MZjPFxcUUFxdjNptxOp1e448ePcrEiRPJzc3lk08+Ydu2bbzyyiusX7++zj4tXbqUm2++udHXJNIaTruqG9QuIiIiIiLSXHxqOc2oqCgMwyAuLg6Xy4XVavUaaxgGVquV+Ph4AAoLCzEMw2v8yy+/jNlsZsCAAQAEBwfz3HPPkZmZyahRo86L/eUvf8nhw4ex2WwMHTqURYsWER0dTVBQEA8//DB//vOfMQyDN954w7OkZlZWFmfOnKFbt27k5+fTvXt3wsPDKSwspHPnzgQHB/Ob3/yGKVOmMHnyZKZOnUqfPn2YPHky3333HQAvvfQSt91226XeRhECA/wZNG/jBe21LcUpIiIiIiLSnHwq8eBwOLDZbKSkpJCYmEhGRgZZWVm1xjqdTiwWC6mpqQAMGHYv8ZPn0K59h1rjN27Yxg9/PJL0vB2ettOnTHz40d9Jz9vB9gPf8tU7JWS9NpkzzgqGTHkCy/Ii9h8t55k393Dt7rN899137Kroym2zX2X7H3/LmPR5DBzzAKe/M4iano3JZGLf1jcYNuVRbrv/Yc4G92Vipo1O3Xrgf3V3nnntT2yvDuXNt+wE3vZTOPA5oZMX0i4gkJNff07SxJ+SPG95099YaXOsqbFet33//4H9R8svaBPxBXU9wyIiIiJyefGpxENERATZ2dlkZmaSlJTEuHHjvMYahoHNZmPLli0AJDwQg8lk8hrvdrsx4X07wK43bVx7U39uNz9Z63a/dgH0jBgMwA96hfLFnnP/WKs48U+2587l1MljVFe5uPoH1wNwXd9Ijux3UN7tKP3vGM/eLQVUnPgnHa7qTECHjpw+VcG2Fc9z7PMSTH5+lH39eZ39ExEREREREbnc+FTioSZxUFNcsq5EQs32hIQEAP7vP15lHByMn9//Mv97X9E2b95MSdQtWFNjMW8Jpl3odXz00Uc8Pa4PXbt2BWDf8k78Ymx/oqOjWTmzPbkP3ArA6k6f82dnCdbUWBIS5vDywrmMHTsWu91OZmYm1tRYDv9nD+677z5u6Ozi6V89zcPffEy0/0G6jx/BotRYMjMzGXtbf57btp6zZ8/SoUMHfeWTZvf9Z2zf8k4XtImIiIiIiDQlnyou2ZwsFgvLli3D4XAAcOzYMR5//HHmzJnjiRkxYgRPPPEEo0aNory8/KKPXVZWRkhICADLl/9rqsSNN97It99+S0lJCTfddBODBw9m0aJFnroUZWVl9OjRAz8/P1auXEl1tQr/iYiIiIiIyJXFp0Y8NKcePXqwatUqpk2bRnl5OW63m9mzZzNmzJjz4iZMmEB5eTljx45lw4YNF3XszMxMJkyYQEhICIMGDeLTTz/1bLv11ls9CYX4+Hh+8YtfMHjwuekaM2bMIDk5mddff5077riDq666qomuVtq6067qWgtJnnZVExjg3wo9EhERERGRtsrkdrtb/KTR0dHuoqKiFj+viJyvZqqS3W5v1X6IyDkmk2mn2+2Obu1+tBV6HxG5sui9RqRpNMf7SJuZaiEiIiIiIiIiLU+JBxERERERERFpNko8iIiIiIiIiEiz8anEQ029iZrlNOurP+F2u7Hb7djt9npjAbZt20ZsbCyhoaGEhoayZMkSzzaz2czq1asb33kRERERERERuYBPrWrhcDjIy8sDoKCggB07drBw4cJaY51OJ2lpacTExACQl5dHbm4uhmHUGn/06FEmTpxIQUEBAwYM4Ntvv2X48OGEhIQwatSo5rkgER/0/ZUtvl98SSteiIiIiIhIc/CpxENUVBSGYRAXF4fL5cJqtXqNNQwDq9VKfHw8AIWFhV6TDgAvv/wyZrOZAQMGABAcHMxzzz1HZmbmBYmHX/7ylxw+fBibzUZWVhbr1q3D6XRy22238corr3Do0CEmTJjArl27ACgpKeH+++9n586dzJ8//4J4k8lEQkICUVFR7Ny5k2+++YYVK1bwzDPPsHv3bu677z6ysrIASEpK4vDhw1RWVvLwww/z0EMPXdI9Ffl3gQH+DJq38YL22pbfFBERERERuVQ+lXhwOBzYbDZSUlJITEwkIyPD8w/yf+d0OrFYLKSmpgJgsVjIycnxmnzYs2cPU6dOPa8tOjqaPXv2nNc2Z84cysrKyMvLw2Qy8bOf/YynnnoKgMmTJ/PnP/+ZMWPG0LlzZxwOB5GRkeTl5WE2mwG8xgO0b9+e/qmL+Pvb/0PCnSNJnrecO0ZczQtPjOfL7rfTIagz1yRa6BHUmaozlTwxP5Xtp3vTIahz426oSC2sqbFet6Xn7WjBnkhbVtdzKCIiIiJXFp+q8RAREUF2djbdunUjKSmJBQsWeI01DAObzUZYWBhhYWHYbLY6Rzy43W5MJtMF7d9vW7BgASdPnvSMUgB45513uPXWWwkPD2fz5s2eRMWDDz5IXl4e1dXV/OEPf2DixIl1xgOMHTsWgG439OGakJu4qksw/gHtufoHIVQc/xqA3Zv+yOtPTWJt1k/57vjXlH39+cXePhERERERERGf41MjHmr+sV9TXLK2RMG/xyckJFzUsfv3709RUZHnH/8AO3fu5Oabb/b8jomJYefOnRw/fpyuXbtSWVnJjBkzKCoq4sYbbyQzM5PKykoAkpOT+dWvfsXQoUMZOHAg3bp1qzMeIDAwEGtqNHb7KRbt/YHni9++5Z15fFQoFRUV7D62j8//8TEdO3YkISGBWf/5HyQk6MugtAx9hRYRERERkabmUyMempPFYmHZsmU4HA4Ajh07xuOPP86cOXM8MSNGjOCJJ55g1KhRlJeXe5IGwcHBVFRUnLfqRYcOHRg+fDjp6eme6R51xV+MsrIyrrnmGjp27Mgnn3zC+++/f0nXLCIiIiIiItLafGrEQ3Pq0aMHq1atYtq0aZSXl+N2u5k9e7an/kKNCRMmUF5eztixY9mwYQPTpk0jPDycXr16eVbQqDFp0iT+9Kc/MWzYMAC6dOlSZ3x9RowYQW5uLrfccgv9+vVj0KBBl3bRIrU47aqutZCkVrUQEREREZHmYHK73S1+0ujoaHdRUVGLn7epLVq0iLKysjprUYj4spqpSt9fVlNEWo/JZNrpdrujW7sfbcWV8j4iIufovUakaTTH+0ibGfHQ1O6++24OHjzI5s2bW7srIiIiIiIiIj5LiYdGWrt2bWt3QURERERERMTntZnikiIiIiIiIiLS8nwq8VBTb6JmOc366k+43W7sdjt2u73eWIBt27YRGxtLaGgooaGhLFmyxLMtNzeXFStWALBs2TK++uqrRl6FiIiIiIiIiNTwqcSDw+Fg1qxZHD9+nIKCAubOnes11ul0YjabKS4upri4GLPZjNPp9Bp/9OhRJk6cSG5uLp988gnbtm3jlVdeYf369QCkpaUxZcoUQIkH8R2nXdUNahcREREREfE1PlXjISoqCsMwiIuLw+VyYbVavcYahoHVaiU+Ph6AwsJCDMPwGv/yyy9jNpsZMGAAAMHBwTz33HNkZmYyatQoMjMzCQoKolevXhQVFTFp0iQMw2D79u08//zzrFu3DqfTyW233cYrr7yCyWRq2osXqUVggD+D5m28oL225TBFRERERER8kU8lHhwOBzabjZSUFBITE8nIyCArK6vWWKfTicViITU1FQCLxUJOTo7X5MOePXuYOnXqeW3R0dHs2bPnvLZ77rmHl156iUWLFvHa7rM8+j+7qbwmjugZIwD426vzGDl7Mb0i4y/1ckXqZU2N9botPW/HJR9//9HyJjuWtG11PasiIiIi0rb5VOIhIiKC7OxsMjMzSUpKYty4cV5jDcPAZrOxZcsW4Fzioa5RCG63u9btFzNy4atPduL4yyqqzlRS+d3/0vX6m5R4EBEREREREbkIPpV4qEkC1BSXrC8pYDKZSEhIuKhj9+/fn6KiIsaOHetp27lzJzfffLPXfaypsVRWVtLziTEUFRVx4403evqWqa970sqa4gvzvuWdmuxYIiIiIiIitfGp4pLNyWKxsGzZMhwOBwDHjh3j8ccfZ86cORfEdurUifLyc0PQKysrgXM1ISoqKli9enXLdVpERERERETkMudTIx6aU48ePVi1ahXTpk2jvLwct9vN7NmzGTNmzAWxZrOZtLQ0T3HJadOmER4eTq9evYiJiWmF3ktbddpVXWshydOuagID/FuhRyIiIiIiIg1jcrvdLX7S6Ohod1FRUYufV0TOVzNVyW63t2o/ROQck8m00+12R7d2P9oKvY+IXFn0XiPSNJrjfaTNTLUQERERERERkZanxIOIiIiIiIiINBufSjzUTPuoWTmivmkgbrcbu92O3W6vN9Zut2MymVi3bp2nbfTo0Z6hWA8++CB79+4FYOTIkZw8ebJR11BQUOA5joiIiIiIiEhb51OJB4fDwaxZszh+/DgFBQXMnTvXa6zT6cRsNlNcXExxcTFmsxmn01nn8W+44QaefvrpWrctXbrUs7Tmhg0b6NKlS6OuQYkHudKddlU3qF1ERERERNo2n1rVIioqCsMwiIuLw+VyYbVavcYahoHVaiU+Ph6AwsJCDMOo8/gRERG4XC7efvtt7rzzzvO2JSQksGjRIqKjo+nVqxdFRUUEBwezYMEC8vPzufHGGwkODmbgwIH8/Oc/59VXX2XJkiWcOXOGPn36sHLlShwOB2+++SZbtmwhKyuLNWvWsHnz5gviOnbseOk3S6SVBAb4M2jexgvaa1t9Q0RERERExKcSDw6HA5vNRkpKComJiWRkZJCVlVVrrNPpxGKxkJqaCoDFYiEnJ6fe5ENGRgYZGRkXJB5qU1RUxJo1a/joo4+oqqpiwIABDBw4EIDx48czbdo0zzFfe+01Zs6cydixYxk9ejT33HMPAF26dKk1ri7peTvq7ZtIU9h/tBxo2DNnTY31uk3PrlyO6nqmRUREROTS+VTiISIiguzsbDIzM0lKSmLcuHFeYw3DwGazsWXLFuBc4sFkMtV7ju+PkKjPtm3bGDdunCeZMWbMGM+24uJiMjIyOHnyJBUVFQwfXvvX3ouNExEREREREbkS+VTioSZxUFNcsr5Egslk8qzX2xBz587l6aefpl27ui+/roKVZrOZgoICIiIiWLZsmdf1gi827vv09U1ayr7lnYCme+b07IqIiIiIyL/zqeKSLWXYsGGcOHGCjz/+uM64wYMHs27dOiorK6moqGD9+vWebeXl5fTo0QOXy0V+fr6nvVOnTpSXl9cbJyIiIiIiItIW+NSIh5Y0d+7cOqdyAMTExDB27FgiIiLo2bMn0dHRdO7cGYAFCxZw66230rNnT8LDwz3Jhvvvv59p06aRnZ3N6tWrvcaJXK5Ou6prLSR52lVNYIB/K/RIRERERER8mamu6QTNJTo62l1UVNTi522MiooKgoKCOHXqFEOGDGHJkiUMGDCgtbsl0iRqpipdzBQgEWl+JpNpp9vtjm7tfrQVl9P7iIjUT+81Ik2jOd5H2uyIh4v10EMPsXfvXiorK5k6daqSDiIiIiIiIiINoMRDPX73u9+1dhdERERERERELlttsrikiIiIiIiIiLQMn0o81NSbqFlOs776E263G7vdjt1urzfWbrdjMplYt26dp2306NGaAyYiIiIiIiLSjHwq8eBwOJg1axbHjx+noKCAuXPneo11Op2YzWaKi4spLi7GbDbjdDrrPP4NN9zA008/3ej+VVVVNXpfkdZw2lXdoHYREREREZGm5lM1HqKiojAMg7i4OFwuF1ar1WusYRhYrVbi4+MBKCwsxDCMOo8fERGBy+Xi7bff5s477zxv2/z581m3bh1Op5PbbruNV/4/e/ceF2WZ/3/8NSKLIx4yPKSuRa5ZKQgoiqAoRGpuipqYmVhDZptidPi1m7uwhoodTDvwMKbaHLRktTRjv3lITRkl0q/CNiqa2pbYyTUNT+hAI8zvD79MGScPHEZ9Px+PHsvc92fu67rvvetxz+e+rs/15psYDAYiIiIICwsjJyeH6OhounbtSkpKCj///DM+Pj5kZGTQrl27yz95kTrg5elB32fXVthe2XKYIiIiIiIidcGtEg82mw2LxUJsbCxRUVEkJSWRkpJSaazdbic+Pp64uDgA4uPjSUtLqzH5kJSURFJSUoXEw9SpU5k+fdsrRl0AACAASURBVDoAEyZMYOXKlQwfPhyA48ePs2nTJgCOHTvG1q1bMRgMvP3228yZM4d58+add6zJ6dsu/uRF6oA5rk+V+yanb2P/f0+5/ha5ElR3T4uIiIiIe3KrxENAQACpqakkJyczcuRIRowYUWWs0WjEYrG4EgLx8fEYDIYa2/j1CIlfy8rKYs6cOZw5c4bCwkK6d+/uSjyMHTvWFffdd98xduxYDh06xM8//8zNN9980ecpIiIiIiIicq1wq8RDeeKgvLhkTYmE8qkQFysxMZHZs2fTuPG50y8uLmbKlCnk5ubSqVMnkpOTKS4udsV7e3u7/n7sscd46qmniI6Oxmq1uvr6a3ojJ1cCc1wfvljU3PW3iIiIiIhIXXCr4pL1ZfDgwRw7dowdO3YAuJIMrVu3pqioiOXLl1f53RMnTtCxY0cAFi1aVPedFREREREREbmCudWIh/qUmJjomspx3XXXMWnSJPz9/fH19aV3795Vfi85OZkxY8bQsWNH+vbty4EDB+qryyIXrcRRWmkhyRJHKV6eHg3QIxERERERudYYnE5nvTcaHBzszM3Nrfd2ReR85VOVrFZrg/ZDRM4xGAx5TqczuKH7ca3Q84jI1UXPNSK1oy6eR67JqRYiIiIiIiIiUj+UeBARERERERGROqPEg4iIiIiIiIjUGbdKPJTXmyhforKm+hNOpxOr1YrVaq0x1mq1YjAY+Oijj1zbhg0b1uBzwHx9fTl69GiF7WFhYQ3QGxEREREREZHa5VaJB5vNRkJCAoWFhWRmZpKYmFhlrN1ux2QykZ+fT35+PiaTCbvdXu3xf//73zN79uza7nad+Oyzzxq6CyIXpMRRelHbRURERETk2uJWy2kGBQVhNBoJDQ3F4XBgNpurjDUajZjNZsLDwwHIzs7GaDRWe/yAgAAcDgfr169n0KBB5+2bOXMmH330EXa7nbCwMN58800MBgPbt29n4sSJeHt7079/f9asWUN+fj4FBQVMmDCB06dPAzB//nzCwsI4dOgQY8eO5eTJk5w9e9bVx8mTJ7N9+3bsdjsxMTHMmDHjvPbtdjujRo1i9OjRTJo0iWbNmlFUVHQpl1GkXnl5etD32bUVtle2jKeIiIiIiFx73CrxYLPZsFgsxMbGEhUVRVJSEikpKZXG2u124uPjiYuLAyA+Pp60tLQakw9JSUkkJSVVSDxMnTqV6dOnAzBhwgRWrlzJ8OHDiYuL46233iIsLIxp06a54tu2bcv69etp0qQJX375JePGjSM3N5d//vOfDBkyhMTEREpLSzlz5gwAs2fP5vrrr6e0tJSoqCh27txJjx49ACgqKuK+++7jgQce4IEHHgCg5GwZk9O3XcJVFLlw+/97CuCy7jVzXJ8q9+keltpW3f0mIiIiIu7JraZaBAQEkJqaio+PDyNHjmTWrFlVxhqNRiwWC35+fvj5+WGxWGpMOgDnjZD4taysLEJCQvD392fjxo3s3r2b48ePc+rUKVe9hfvvv98V73A4mDRpEv7+/owZM4Y9e/YA0Lt3b9LT00lOTmbXrl00b94cgPfff5+ePXsSFBTE7t27XfEAI0aMIC4uzpV0EBEREREREblauNWIB4PBAPxSXLL8c3XxERERF91OYmIis2fPpnHjc6dfXFzMlClTyM3NpVOnTiQnJ1NcXFxtwcpXXnmFdu3asWPHDsrKymjSpAkAAwYMYPPmzaxatYoJEybw5z//mfDwcObOncv27dtp1aoVJpOJ4uJi17H69evHmjVruP/++13n7NW4kd7sSZ37YtG5xFhd3Wu6h0VERERExK1GPNSXwYMHc+zYMXbs2AHgSgK0bt2aoqIili9fDkCrVq1o3rw5W7duBWDp0qWuY5w4cYL27dvTqFEj3n33XUpLzxXSO3jwIG3btmXSpElMnDiRf//735w8eRJvb29atmzJ4cOHWbNmzXn9mTlzJj4+PkyZMqXOz11ERERERESkPrnViIf6lJiYyIgRIwC47rrrXNMmfH196d27tytuwYIFTJo0CW9vbyIiImjZsiUAU6ZMYfTo0SxbtozIyEi8vb2Bc8t2vvTSS3h6etKsWTPeeecdbr75ZoKCgujevTudO3emX79+Ffrz6quv8tBDD/GXv/yFOXPm1MMVEKkdJY7SSgtJljhK8fL0aIAeiYiIiIiIOzFUN52grgQHBztzc3Prvd1LUVRURLNmzQB44YUXOHToEK+99loD90qkdpRPVbJarQ3aDxE5x2Aw5DmdzuCG7se14kp6HhGRmum55toWExPDnDlz6Ny5c5Uxr776Ko888ghNmzattXbnz5+Pt7e3a9GDy/HKK6/w9ttvYzAY8Pf3Jz093TWlv9yTTz5JVlYWAGfOnOHHH3/k+PHjZGVl8eSTT7ri9u7dy9KlSxk5ciQbN27k6aef5ueff6ZXr14sWLDAVXagMnXxPHJNTrW4GKtWrSIwMBA/Pz+ys7NJSkpq6C6JiIiIiIjI/9m9ezelpaXVJh3gXOKhfNXB2vLQQw+Rmpp62cf5/vvvSU1NJTc3l/z8fEpLS8+b6l/ulVdewWazYbPZeOyxx7jnnnsAiIyMdG3fuHEjTZs2ZfDgwZSVlfHggw+ydOlS8vPzuemmm1i0aNFl9/diKfFQg7Fjx2Kz2cjPz2fVqlW0adOmobskIiIiIiJyxVu8eDF9+vQhMDCQP/3pT5SWlnLw4EFuueUWjh49SllZGeHh4axbt46CggJuu+02HnzwQXr06EFMTIwriZCRkeGaRg+wbt06QkND6dmzJ2PGjKGoqIjU1FR++OEHIiMjiYyMBGDy5MkEBwfTvXt3nn322Wr76uvryzPPPEOfPn3o06cP//nPfwBo2rQpvr6+bNt2+cvInz17FrvdztmzZzlz5gwdOnSoNn7JkiWMGzeuwvbly5czdOhQmjZtyk8//YSXlxddu3YFYNCgQXzwwQeX3deLpcSDiIiIiIiI1KsvvviC9957j5ycHGw2Gx4eHmRkZHDTTTfxzDPP8OijjzJv3jy6devG4MGDAdi3bx+PPPIIO3fupEWLFqSlpQGQk5NDr169ADh69CgpKSl88skn/Pvf/yY4OJiXX36ZhIQEOnToQFZWlmuqwuzZs8nNzWXnzp1s2rSJnTt3VtvnFi1asG3bNqZOncoTTzzh2h4cHEx2dnaF+IyMDAIDAyv8ExMTUyG2Y8eOPP3009x44420b9+eli1bus67MgcPHuTAgQPccccdFfYtXbrUlZBo3bo1DoeD8qmFy5cv59tvv632POuCWyUeyutNlC+nWVP9CafTidVqxWq11hhrtVoxGAwsWLDAte3zzz/HYDAwd+5cAKZPn84nn3xyGWdwYUwmk2vljF97+OGH2bNnT523LyIiIiIi0pA2bNhAXl4evXv3JjAwkA0bNvD1118D534XnTp1ijfeeMP1Ww2gU6dOrkL9sbGxfPrppwAcOnTINTJ969at7Nmzh379+hEYGMiiRYs4ePBgpX14//336dmzJ0FBQezevbvG32LlP+bHjRvHli1bXNvbtm3LDz/8UCF+/PjxrukPv/6nst+Cx44d41//+hcHDhzghx9+4PTp0yxevLjKvixdupSYmBg8PM4v5n7o0CF27drFkCHnir8bDAaWLl3Kk08+SZ8+fWjevHm19R3qilutamGz2UhPTwcgMzOTbdu28dxzz1Uaa7fbefTRR10rUKSnp/PGG29gNBqrPL6/vz/vvfceEydOBM79nxUQEODaP3PmzNo6lUvy9ttvN2j7IperqpUstMKFiIiIiPya0+nkwQcf5Pnnn6+w78yZM3z33XfAuWL/zZs3B879iP618s9Go5Hi4mLXcQcNGsSSJUuqbf/AgQPMnTuX7du306pVK0wmk+sYVfl1+7/+u7i4uNLfoRkZGbz00ksVtnfp0qVC8uGTTz7h5ptvdiVQ7rnnHj777DNiY2Mr7cvSpUt5/fXXK2x///33GTVqFJ6enq5toaGhrhEZ69atY//+/RW+FxcXx+eff17j9I5L5VYjHoKCgpgyZQrvvvsua9eurTLpAOduLrPZTHp6Ounp6ZjN5mqTDgA33ngjxcXFHD58GKfTyccff8zQoUNd+8tHImzYsIFRo0a5tq9fv95VtKOyeUC5ubmuYTP+/v6um/Af//gHvXv3JiAggNGjR1dayOTvf/87JpOJsrIyIiIiUHVtuZJ5eXrQ99m1Ff5R0kFEREREfi0qKorly5fz448/AlBYWOgamfDMM88wfvx4Zs6cyaRJk1zf+eabb1wjDZYsWUL//v0BuP322101F/r27UtOTo7r85kzZ1w/tJs3b86pU6cAOHnyJN7e3rRs2ZLDhw+zZs2aGvv83nvvuf43NDTUtX3//v34+flViL+YEQ833ngjW7du5cyZMzidTjZs2MDtt99eaT/27dvHsWPHzutDucrqPpRf45KSEl588UUeffTRCt9LT0/HZrOxevXqaq7ApXO7EQ8Wi4XY2FiioqJISkoiJSWl0li73U58fLxr2ZL4+HjS0tJqTD7ExMSwbNkygoKC6NmzJ15eXhVi7rjjDuLj4zly5Aht2rQhPT3d1c7s2bO5/vrrKS0tJSoqip07dxIcHIzNZgPgz3/+M3fddRdwLktV/i9KUlISCxYs4LHHHnO185e//IUTJ06Qnp5eIXt3oSanX34RE7l27f/vuf/w1tZ9ZI7rU+U+3avSkKq7N0VERKT+devWjZSUFNfKC56enrz++usUFBSwfft2cnJy8PDw4IMPPiA9PZ3IyEhuv/12Fi1axJ/+9CduueUWJk+eDMDdd9+N1WrlzjvvpE2bNixcuJBx48ZRUlICQEpKCl27duWRRx5h6NChtG/fnqysLIKCgujevTudO3d2TeGoTklJCSEhIZSVlZ03oiInJ6fG4pQ1CQkJISYmhp49e9K4cWOCgoJ45JFHgHMlAYKDg4mOjgbOJRfuu+++Cr8hCwoK+Pbbbxk4cOB521966SVWrlxJWVkZkydPrrQuRF1zq8RDQEAAqampJCcnM3LkyPMqk/6W0WjEYrGwadMm4Fzi4UJ+vN97772MHTuWvXv3Mm7cOD777LMKMQaDgQkTJrB48WLi4uLYsmUL77zzDnBu6Mpbb73F2bNnOXToEHv27KFHjx6uff/+979Zt24dAPn5+SQlJXH8+HGKiopc82wAZs2aRUhICG+99daFXyAREREREZGrxNixYxk7dmyF7Vu3bnX9vWLFCuDcj+pGjRrxxhtvVIiPiYkhMjKSGTNm4OHhwR133MH27dsrxD322GPnvQheuHDhRfU3Pj6+QoLh888/p3v37rRu3fqijlWZGTNmMGPGjArbf1sSoLwm4m/5+vry/fffV9j+0ksvVTrloz65VeKhPHFQfiFrSiQYDAYiIiIuqo0bbrgBT09P1q9fz2uvvVZp4gHOzXEZPnw4TZo0YcyYMTRu3LjaeUC7d+/m2WefZfPmza4CHyaTiczMTAICAli4cCFWq9V1/N69e5OXl0dhYSHXX3/9RZ3Dr+ktnlyOLxadmy9XH/eR7lURERERqQtGo5EZM2bw/fffc+ONN9Zr20ePHmXWrFn12uaVyK0SD/Vl5syZ/PjjjxUqgP5ahw4d6NChAykpKaxfvx6ofB5QREQEJ06c4L777uOdd95xFQMBOHXqFO3bt8fhcJCRkUHHjh1d++666y6GDBnC3Xffzbp161wFU0REREREROR8vr6+5OfnV7n/16PLL8eoUaM4cODAedtefPFFCgoKKo0fNGhQrbR7tbsmEw9hYWEXFDd+/HiOHDlCt27dgHNTQSqbB5SZmcnBgwfPK3xis9lc0yluuukm/P39XYVMyo0ZM4ZTp04RHR1dZ0U8ROpTiaOUrTMq/kdfq1qIiIiIyJXgww8/bOguXJUMTqez3hsNDg52XgmrN0ydOpWgoCDX8psiV5vyqUq/ngYkIg3HYDDkOZ3O4Ibux7XiSnkeEZHKaRlvkbpRF88jbrWcpjvp1asXO3furHLdVBEREbl6HDx4kFtuuYWjR49SVlZGeHi4q1j0b50+fZq7776bgIAA/Pz8XMur5eXlMXDgQHr16sWQIUM4dOgQZ8+epXfv3q4E71//+lcSExPr67RErmpaxlvkynFNTrW4EHl5eQ3dBREREaknN910E8888wyPPvooISEhdOvWjcGDB1ca+/HHH9OhQwdWrVoFwIkTJ3A4HNw9No67HnsJY4tW/GfbeiLvfYTIh/5O5xH/j1H3x9Hv/qfYumwF9yRZtMSwSC3QMt4iV04BdyUeRERERICHH36YZcuW8cYbb2Cz2aqM8/f35+mnn+aZZ55h2LBhhIeHk5+fT+H3X7Fy3rll2pxlZTS9zgeA6zt2pmvoUD5+7WlGJb6NR2PPejkfERERd+FWiQen04nBYCA5OZnk5GTX5+riN23aBMDAgQOrjbVarURGRvL222+7ajZ8/vnn9OzZk5deeomnn36a6dOnM2DAAO68885aO6f/+Z//Yc+ePUybNq3WjikiIiK178yZM3z33XcAFBUVVbniVNeuXcnLy2P16tX89a9/ZfDgwYwaNYpegT3YsmVLpd8Zt+4VDvq0YmLfNtx115XxdkrkSnalvAUWuVa4VY0Hm81GQkIChYWFZGZmVjsH0m63YzKZyM/PJz8/H5PJhN1ur/b4/v7+rnmYAEuXLiUgIMD1eebMmbWadACIjo5W0kFqXYmj9KK2i4hIzZ555hnGjx/PzJkzz1up6rd++OEHmjZtSmxsLE8//TT//ve/ufXWWzly5Igr8eBwONi9ezcAK1as4KeffmLz5s0kJCRw/PjxejkfERERd+FWIx6CgoIwGo2EhobicDgwm81VxhqNRsxmM+Hh4QBkZ2djNBqrPf6NN97IyZMnOXz4MG3btuXjjz/mj3/8o2u/yWRi2LBhtGrVivnz57uWUlm/fj1ms5kVK1YwefJktm/fjt1uJyYmhhkzZgCwevVqnnrqKVq3bk3Pnj35+uuvWblyJQsXLiQ3N5f58+df7uURcSkvpvRblS1lKSIiNdu0aRPbt28nJycHDw8PPvjgA9LT04mLi6sQu2vXLv785z/TqFEjPD09MZvN/O53v2P58uUkJCRw4sQJzp49yxNPPEG7du2YNm0aGzZsoFOnTkydOpXHH3+cRYsWNcBZilxdtIy3yJXDrRIPNpsNi8VCbGwsUVFRJCUlkZKSUmms3W4nPj7e9UAQHx9PWlpajcmHmJgYli1bRlBQED179sTLy6tCzB133EF8fDxHjhyhTZs2TPn7XLqEDGZy+jaKu91D7z5xlJWV8o+XpvKFR1da3nAjS6bFMWLam7Ro04E1byTxc/EZJqdvY++nX3Ok4LAK3Eitqq1iSvv/e+qivyPSUDRsVurSwIED2bp1q+vzihUrqowdMmQIQ4ZU/LETGBjI5s2bK2zfv3+/6++EhITL7KmIlPttckHLhIu4L7eaahEQEEBqaio+Pj6MHDmSWbNmVRlrNBqxWCz4+fnh5+eHxWKpMekAcO+997Js2TKWLFnCuHHjKo0xGAxMmDCBxYsXc/z4cQ5/tYsb/UMB+Gr7BpYnP8Dy5Ac49v3XHPvhAMcPHaRFm460aNMBgC4hlVfBFhEREREREbnWuNWIh/LikMnJyed9ri6+PLN5oW644QY8PT1Zv349r732Gp999lmlcXFxcQwfPpwmTZrwaFwscx4O48CBAwyavZz9tu20atUKk8lERN/fExDQnSc2Nne9jfsfn//y1tfXYY7rw0LDHnKNhczXmzqpJxfzVviLRc0v+jsiIteKn376iaioqArbN2zYgI+PTwP0SERE5MrkVomH+jJz5kx+/PFHPDyqnvvVoUMHOnToQEpKCuvXrwfg5MmTeHt707JlSw4fPsyaNWuIiIjgtttu4+uvv6agoABfX9/zCliKiIjIlcnHx6faZTVFRETkwlyTiYewsLALihs/fjxHjhyhW7duwLmpIEFBQXTv3p3OnTvTr18/4Ny0j7S0NO666y5at25Nnz56eyx1S8WURERERETkSnHNJB4iIiIqnZZRPq0DYOHCheft+/TTTyssp/XbmHKRkZHs3bsXp9NJfHw8wcHBwLmVMkwm02X0XKSiqpILSjqIiIiIiIi7caviku6kV69e7Ny5k9jY2AuK/8c//kFgYCDdu3fnxIkT/OlPf6rjHoqIiIiIiIi4v2tmxMPFysvLu6j4J598kieffLKOeiMiIiIiIiJyZXKrEQ9OpxP4ZfpD+efq4q1WK1artcZYq9WKwWBgwYIFrm2ff/45BoOBuXPnAjB9+nQ++eSTyzgDEREREREREfk1t0o82Gw2EhISKCwsJDMzk8TExCpj7XY7JpOJ/Px88vPzMZlM2O32ao/v7+9/3ooTS5cuJSAgwPV55syZ3HnnnZd/IiJXmBJH6UVtFxERERERuVBuNdUiKCgIo9FIaGgoDocDs9lcZazRaMRsNhMeHg5AdnY2RqOx2uPfeOONnDx5ksOHD9O2bVs+/vhj/vjHP7r2m0wmhg0bRkxMDHl5eTz11FMUFRXRunVrFi5cSPv27WvnREXcjJenB32fXVthe2UrZ4iIiIiIiFwMt0o82Gw2LBYLsbGxREVFkZSUREpKSqWxdrud+Ph44uLiAIiPjyctLa3G5ENMTAzLli0jKCiInj174uXlVSHG4XDw2GOP8a9//Ys2bdrw3nvvkZiYiMViueRzm5y+7ZK/K1JX9v/3VI0xunelIZnjtDyxiIiIyJXOrRIPAQEBpKamkpyczMiRIxkxYkSVsUajEYvFwqZNm4BziQeDwVBjG/feey9jx45l7969jBs3js8++6xCzL59+8jPz2fQoEEAlJaWarSDiIiIiIiIyCVwq8RDeeKgvLhkTYkEg8FARETERbVxww034Onpyfr163nttdcqTTw4nU66d+/Oli1bLurY1dFbO3FHXyxqXmOM7l0REREREbkcbpV4qC8zZ87kxx9/xMPDo9L9t956K0eOHGHLli2uehP79++ne/fu9dxTERERERERkSvbNZl4CAsLq3b/7373O5YvX05CQgInTpzg7NmzPPHEE0o8yFWrxFFaaSHJEkcpXp6VJ+hEREREREQuxDWTeIiIiKh0Wkb5tA6AhQsXuv4ODAxk8+bNdd8xETdQVXJBSQcREREREblcjRq6AyIiIiIiIiJy9VLiQURERERERETqjBIPIiIiIiIiIlJn3Crx4HQ6gV/qLpR/ri7earVitVprjLVarQwbNsz1OSkpiSFDhlBSUnLR/Xzuuecu+jsiIiIiIiIi1yK3SjzYbDYSEhIoLCwkMzOTxMTEKmPtdjsmk4n8/Hzy8/MxmUzY7fYLamf27Nnk5OSQmZmJl5fXRfdTiQe5UpU4Ss/7XJ64++12ERERERGR2uJWq1oEBQVhNBoJDQ3F4XBgNpurjDUajZjNZsLDwwHIzs7GaDTW2Ma8efNYvXo1a9euxWg0smHDBubPn8+HH34IwPr16zGbzaxYsYIlS5bw3HPP4XQ6ufvuu3nxxReZNm0adrudwMBAunfvTkZGBi+//DIWiwWAhx9+mCeeeKIWroZI7fPy9KDvs2srbK9sKU0REREREZHa4FaJB5vNhsViITY2lqioKJKSkkhJSak01m63Ex8fT1xcHADx8fGkpaVVm3zIyclh37595OXl0axZMwDuuOMO4uPjOXLkCG3atCE9PZ24uDh++OEHnnnmGfLy8mjVqhWDBw8mMzOTF154gfnz52Oz2QDIy8sjPT2d//3f/8XpdBISEsLAgQMJCgqqsh+T07dd6iUSuSzmuD5V7tN9Ke6ountWRERERK4MbjXVIiAggNTUVHx8fBg5ciSzZs2qMtZoNGKxWPDz88PPzw+LxVLjiIcuXbrgdDpZt26da5vBYGDChAksXryY48ePs2XLFoYOHcr27duJiIigTZs2NG7cmPHjx7N58+YKx/z0008ZNWoU3t7eNGvWjHvuuYfs7OxLvwgiIiIiIiIiVxG3GvFgMBiAX4pLln+uLj4iIuKCj9+uXTsyMjKIiorCx8eHyMhIAOLi4hg+fDhNmjRhzJgxNG7cuMZileUuNO7X9AZP3JHuSxERERERqQtuNeKhPnTt2pUVK1YQGxvrmi7RoUMHOnToQEpKCiaTCYCQkBA2bdrE0aNHKS0tZcmSJQwcOBAAT09PHA4HAAMGDCAzM5MzZ85w+vRpPvzwQ1fdCREREREREZFrnVuNeKgvvXv3Jj09nejoaLKysvjDH/7A+PHjOXLkCN26dQOgffv2PP/880RGRuJ0OvnjH//IiBEjAHjkkUfo0aMHPXv2JCMjA5PJRJ8+594WP/zww9XWdxBpSCWO0koLSZY4SvHy9GiAHomIiIiIyNXOcClTBS5XcHCwMzc3t97brc7UqVMJCgpi4sSJDd0VkXpTPlXJarU2aD9E5ByDwZDndDqDG7of1wp3fB4RkUun5xqR2lEXzyPX5IiH3+rVqxfe3t7MmzevobsiIiIiIiIiclVR4oFzS2KKiIiIiIiISO275opLioiIiIiIiEj9cavEQ3m9ifLlNGuqP+F0OrFarVit1hpjrVYrw4YNc31OSkpiyJAhlJSUXF6n68jx48dJS0tr6G6IiIiIiIiIXBa3SjzYbDYSEhIoLCwkMzOTxMTEKmPtdjsmk4n8/Hzy8/MxmUzY7fYLamf27Nnk5OSQmZmJl5dXbXW/VinxIPVhyXvLKi3AVOIorf/OiIiIiIjIVcmtajwEBQVhNBoJDQ3F4XBgNpurjDUajZjNZsLDwwHIzs7GaDTW2Ma8efNYvXo1a9eudcX7+vqSm5tL69atyc3N5emnn8ZqtZKcnMyBAwc4dOgQ+/fv5+WXX2br1q2sWbOGjh078tFHH+Hp6cnMmTP56KOPsNvthIWF8eabb2IwUWZJngAAIABJREFUGIiIiCAoKIi8vDyOHDnCO++8w/PPP8+uXbsYO3YsKSkpALz88stYLBbg3HKcTzzxBNOmTeOrr74iMDCQQYMGMWfOHP7yl7+wZs0aDAYDSUlJjB079nIvuVzj2rdrQ99n11bYXtmSmyIiIiIiIpfCrRIPNpsNi8VCbGwsUVFRJCUluX6c/5bdbic+Pp64uDgA4uPjSUtLqzb5kJOTw759+8jLy6NZs2YX1KevvvqKrKws9uzZQ2hoKB988AFz5sxh1KhRrFq1ipEjRzJ16lSmT58OwIQJE1i5ciXDhw8H4He/+x3d4+ayc/1SIgb9kdHPLiLyrha8Ou0evm83kFNHfyBrQRqjkhaA08nMlIfIOe7D73rdh/HT7YQ+/hZFwF1TX2S3dTN3P/UPik8d5+Epcaz6oTne17W+iCsscj5zXJ8q901O31aPPRGpXdXd2yIiIiJSv9xqqkVAQACpqan4+PgwcuRIZs2aVWWs0WjEYrHg5+eHn58fFoulxhEPXbp0wel0sm7dugvu09ChQ/H09MTf35/S0lLuuusuAPz9/SkoKAAgKyuLkJAQ/P392bhxI7t373Z9Pzo6GgCf33ehVcfOeF/XGg/P39GiTUeKCg9z6Msd3NxzIJ5eRjybNOXmnhEc2m+r0I9DX+7glpBBNGrkQdOWPrS/NYgjB/Zc8HmIiIiIiIiINAS3GvFgMBiAX4pLln+uLj4iIuKCj9+uXTsyMjKIiorCx8eHyMhIABo3bkxZWRkAxcXF532nvAZEo0aN8PT0dPWpUaNGnD17luLiYqZMmUJubi6dOnUiOTn5vGN4eXlhjgvGaj3D3D1tXG/hvljUkmfuvo1PWx6lsLCQmf+3/e9ff0SbNm2Ijg5kxyKjK/6JHe3o0aMzD/3f5wkbWzPmzq5ER+utntQNvTEWEREREZHa4FYjHupD165dWbFiBbGxsdhs50YW+Pr6kpeXB8AHH3xwUccrTzK0bt2aoqIili9fflHfHzBgAJmZmZw5c4bTp0/z4YcfEh4eTvPmzTl16tR5ce+99x6lpaUcOXKEzZs306ePfhiKiIiIiIiIe3OrEQ/1pXfv3qSnpxMdHU1WVhbPPvssEydO5LnnniMkJOSijnXdddcxadIk/P398fX1pXfv3hf1/Z49e2IymVxJhIcffpigoCAA+vXrh5+fH0OHDmXOnDls2bKFgIAADAYDc+bM4YYbbriotkR+69DhI5UWkixxlOLl6dEAPRIRERERkauNwel01nujwcHBztzc3HpvV0TOVz5VqbIlNUWk/hkMhjyn0xnc0P24Vuh5ROTqoucakdpRF88j19xUCxERERERERGpP0o8iIiIiIiIiEidUeJBREREREREROqMWyUeyutNlC+nWVP9CafTidVqxWq11hhrtVoZNmyY63NSUhJDhgyhpKTk8jotIiIiIiIiIlVyq8SDzWYjISGBwsJCMjMzSUxMrDLWbrdjMpnIz88nPz8fk8mE3W6/oHZmz55NTk4OmZmZeHl51Vb3Ra5YJY7Si9ouIiIiIiJyodxqOc2goCCMRiOhoaE4HA7MZnOVsUajEbPZTHh4OADZ2dkYjcYa25g3bx6rV69m7dq1rviZM2fy0UcfYbfbCQsL480338RgMBAREUFISAhZWVkcP36cBQsWEB4eTkFBARMmTOD06dMAzJ8/n7CwMMrKypg6dSqbNm3i5ptvpqysjIceeoiYmJhK2zhy5AhDhw4lLy+PHTt2EBgYyMGDB7nxxhv5wx/+wK5du9iwYQMpKSn8/PPP+Pj4kJGRQbt27Wrhaov8wsvTg77Prq2wvbKlNkVERERERC6GWyUebDYbFouF2NhYoqKiSEpKIiUlpdJYu91OfHw8cXFxAMTHx5OWllZt8iEnJ4d9+/aRl5dHs2bNXNunTp3K9OnTAZgwYQIrV65k+PDhAJw9e5Zt27axevVqZsyYwSeffELbtm1Zv349TZo04csvv2TcuHHk5uayYsUKCgoK2LVrFz/++CO33347Dz30ULVtFBcXc/LkSbKzswkODiY7O5v+/fvTtm1bmjZtSv/+/dm6dSsGg4G3336bOXPmMG/evPPOa3L6tku84nKt2//fUzXG6P6SumKO69PQXRARERGReuBWUy0CAgJITU3Fx8eHkSNHMmvWrCpjjUYjFosFPz8//Pz8sFgsNY546NKlC06nk3Xr1p23PSsri5CQEPz9/dm4cSO7d+927bvnnnsA6NWrFwUFBQA4HA4mTZqEv78/Y8aMYc+ePQB8+umnjBkzhkaNGnHDDTcQGRlZYxthYWHk5OSwefNm/va3v7F582ays7NdIzm+++47hgwZgr+/Py+99NJ5fRMRERERERFxd2414sFgMAC/FJcs/1xdfERExAUfv127dmRkZBAVFYWPjw+RkZEUFxczZcoUcnNz6dSpE8nJyRQXF7u+U14DwsPDg7NnzwLwyiuv0K5dO3bs2EFZWRlNmjQBqi6GWV0b4eHhZGdnc/DgQUaMGMGLL76IwWBwFcJ87LHHeOqpp4iOjsZqtbquza/praFcqi8WNa8xRveXiIiIiIhcDrca8VAfunbtyooVK4iNjcVms7kSAK1bt6aoqIjly5fXeIwTJ07Qvn17GjVqxLvvvktp6bkCfP379+eDDz6grKyMw4cPY7VaAaptY8CAASxevJhbbrmFRo0acf3117N69Wr69evnaqtjx44ALFq0qNaug4iIiIiIiEh9cKsRD/Wld+/epKenEx0dTVZWlmvahK+vL717967x+1OmTGH06NEsW7aMyMhIvL29ARg9ejQbNmzAz8+Prl27EhISQsuWLbnuuuuqbMPX1xc4l4CAc8mL7777jlatWgHnRn+MGTOGjh070rdvXw4cOFDLV0Pk3OoVlRWSLHGU4uXp0QA9EhERERGRq4WhqukBdSk4ONiZm5tb7+3Wh6KiIpo1a8ZPP/1Enz59yMnJ4YYbbmjobolUqnyqUvnoHBFpWAaDIc/pdAY3dD+uFVfz84jItUjPNSK1oy6eR67JEQ91adiwYRw/fpyff/6Zv//970o6iIiIiIiIyDVNiYdapgyriIiIiIiIyC/cqrhk+bSP8pUbapoG4nQ6sVqtWK3WGmOtVqtrpQiApKQkhgwZQklJyeV1ugYFBQX4+flVum/69Ol88sknddq+iIiIiIiISENyq8SDzWYjISGBwsJCMjMzSUxMrDLWbrdjMpnIz88nPz8fk8mE3W6/oHZmz55NTk4OmZmZruUyG8LMmTO58847G6x9kfpS4ii9qO0iIiIiInL1cKupFkFBQRiNRkJDQ3E4HJjN5ipjjUYjZrOZ8PBwALKzszEajTW2MW/ePFavXs3atWtd8TNnzuSjjz7CbrcTFhbGm2++icFgYPv27UycOBFvb2/69+/PmjVryM/Pp7i4mMmTJ5Obm0vjxo15+eWXiYyMZPfu3cTFxfHzzz9TVlbGBx98gKenJ6WlpUyaNInPPvuMjh078q9//Quj0YjJZGLYsGHExMTg6+vL/fffT1ZWFg6Hg7feeou//vWv/Oc//+HPf/4zjz76KEVFRYwYMYJjx47hcDhISUlhxIgRtXPxReqQl6cHfZ9dW2F7ZStpiIiIiIjI1cWtEg82mw2LxUJsbCxRUVEkJSWRkpJSaazdbic+Pp64uDgA4uPjSUtLqzb5kJOTw759+8jLy6NZs2au7VOnTmX69OkATJgwgZUrVzJ8+HDi4uJ46623CAsLY9q0aa74119/HYBdu3axd+9eBg8ezP79+3njjTd4/PHHGT9+PD///DOlpaUcPnyYL7/8kiVLlvCPf/yDe++9lw8++IDY2NgK/evUqRNbtmzhySefxGQykZOTQ3FxMd27d+fRRx+lSZMmfPjhh7Ro0YKjR4/St29foqOjMRgM5x1ncvq2C7zicq3b/99TQN3fM+a4PlXu0/0qV5rq7mcRERERqcitploEBASQmpqKj48PI0eOZNasWVXGGo1GLBYLfn5++Pn5YbFYahzx0KVLF5xOJ+vWrTtve1ZWFiEhIfj7+7Nx40Z2797N8ePHOXXqFGFhYQDcf//9rvhPP/2UCRMmAHDbbbdx0003sX//fkJDQ3nuued48cUXOXjwoKs/N998M4GBgQD06tWLgoKCSvsXHR0NgL+/PyEhITRv3pw2bdrQpEkTjh8/jtPp5G9/+xs9evTgzjvv5Pvvv+fw4cPVnrOIiIiIiIhIQ3KrEQ/lb+7Li0v+9k1+ZfHl6/VeiHbt2pGRkUFUVBQ+Pj5ERkZSXFzMlClTyM3NpVOnTiQnJ1NcXFxtscqq9t1///2EhISwatUqhgwZwttvv03nzp3PqyPh4eFRZS2K8rhGjRqd951GjRpx9uxZMjIyOHLkCHl5eXh6euLr60txcXGF4+htnFyoLxY1Bxr2ntH9KiIiIiJydXOrEQ/1oWvXrqxYsYLY2FhsNpvrh3vr1q0pKipi+fLlALRq1YrmzZuzdetWAJYuXeo6xoABA8jIyABg//79fPPNN9x66618/fXXdO7cmYSEBKKjo9m5c2et9v3EiRO0bdsWT09PsrKyOHjwYK0eX0RERERERKS2udWIh/rSu3dv0tPTiY6OJisri0mTJuHv74+vry+9e/d2xS1YsIBJkybh7e1NREQELVu2BGDKlCk8+uij+Pv707hxYxYuXIiXlxfvvfceixcvxtPTkxtuuIHp06dz8uTJWuv3+PHjGT58OMHBwQQGBnLbbbfV2rFF6lKJo7TSQpIljlK8PD0aoEciIiIiIlJfDNVNKagrwcHBztzc3Hpv92IVFRW5ilC+8MILHDp0iNdee62BeyVSe8qnKlmt1gbth4icYzAY8pxOZ3BD9+NacaU8j4jIhdFzjUjtqIvnkWtyxMOFWrVqFc8//zxnz57lpptuYuHChQ3dJREREREREZErihIP1Rg7dixjx45t6G6IiIiIiIiIXLGuueKSIiIiIiIiIlJ/3CrxUF5vonw5zZrqTzidTqxWK1artcZYq9XKsGHDXJ+TkpIYMmQIJSUll9dpEREREREREamSWyUebDYbCQkJFBYWkpmZSWJiYpWxdrsdk8lEfn4++fn5mEwm7Hb7BbUze/ZscnJyyMzMxMvLq7a6L3LFWfLeskoLMJU4Suu/MyIiIiIiclVyqxoPQUFBGI1GQkNDcTgcmM3mKmONRiNms5nw8HAAsrOzMRqNNbYxb948Vq9ezdq1a13xM2fO5KOPPsJutxMWFsabb76JwWBg+/btTJw4EW9vb/r378+aNWvIz8+noKCACRMmcPr0aQDmz59PWFgYU6ZM4a677iI6OppRo0bRqlUrLBYLCxYs4MCBA6SkpDBy5Ei+/fZbiouLefzxx3nkkUdq4cqJXJr27drQ99m1FbZXtvSliIiIiIjIpXCrxIPNZsNisRAbG0tUVBRJSUmkpKRUGmu324mPjycuLg6A+Ph40tLSqk0+5OTksG/fPvLy8lzLZAJMnTqV6dOnAzBhwgRWrlzJ8OHDiYuL46233iIsLIxp06a54tu2bcv69etp0qQJX375JePGjSM3N5cBAwaQnZ1NdHQ033//PZ/t/JLJ6dvISv+QLiGDmZy+jVZR8bRv1pKzPxczbWYcW0pupkmzlrVx+UQumjmuT5X7Jqdvq8eeiNSf6u57EREREal9bjXVIiAggNTUVHx8fBg5ciSzZs2qMtZoNGKxWPDz88PPzw+LxVLjiIcuXbrgdDpZt27deduzsrIICQnB39+fjRs3snv3bo4fP86pU6cICwsD4P7773fFOxwOJk2ahL+/P2PGjGHPnj0AhIeHk52dzZ49e+jWrRtNW1zP6eNHOfxVPu3+4A/Ark/eZ9n08XyYMpHThYc5cfibS7pWIiIiIiIiIlcCtxrxYDAYgF+KS5Z/ri4+IiLigo/frl07MjIyiIqKwsfHh8jISIqLi5kyZQq5ubl06tSJ5ORkiouLqy1W+corr9CuXTt27NhBWVkZTZo0AaBjx44cO3aMjz/+mAEDBuDn54dnoy/Z07E1C6ZEYrVa2fXTF3yzbwdNmzYlIiKChDv/QESE3r6J+9FbYRERERERqQ1uNeKhPnTt2pUVK1YQGxuLzWajuLgYgNatW1NUVMTy5csBaNWqFc2bN2fr1q0ALF261HWMEydO0L59exo1asS7775LaekvhfhCQ0N59dVXGTBgAOHh4cydO9dVh+LEiRO0atWKpk2bsnfvXtexRURERERERK5WbjXiob707t2b9PR0oqOjycrKck2b8PX1pXfv3q64BQsWMGnSJLy9vYmIiKBly3O1GKZMmcLo0aNZtmwZkZGReHt7u74THh7OunXr6NKlCzfddBOFhYWuxMNdd93FG2+8QY8ePbj11lvp27dv/Z64yG8cOnyk0kKSJY5SvDw9GqBHIiIiIiJytTFUN6WgrgQHBztzc3Prvd2LVVRU5CpC+cILL3Do0CFee+21Bu6VSO0pn6pU2ZKaIlL/DAZDntPpDG7oflwrrpTnERG5MHquEakddfE8ck2OeLhQq1at4vnnn+fs2bPcdNNNLFy4sKG7JCIiIiIiInJFUeKhGmPHjmXs2LEN3Q0RERERERGRK9Y1V1xSREREREREROqPWyUeyutNlC+nWVP9CafTidVqxWq11hhrtVoZNmzYZfWvoKCAf/7zn5d1DBEREREREZFriVslHmw2GwkJCRQWFpKZmUliYmKVsXa7HZPJRH5+Pvn5+ZhMJux2e532T4kHqW8ljtKL2i4iIiIiIuJu3KrGQ1BQEEajkdDQUBwOB2azucpYo9GI2Wx2LVWZnZ2N0Wi8oHb8/f3Jzs6mZcuWtG7dmldeeYUHHniACRMm8OCDD9KlSxcmTJjA6dOnAZg/fz5hYWFMmzaNL774gsDAQB588EESEhKYNm0aVquVkpIS4uPj+dOf/nT5F0Lk/3h5etD32bUVtle2BKaIiIiIiIg7cqvEg81mw2KxEBsbS1RUFElJSaSkpFQaa7fbiY+PJy4uDoD4+HjS0tIqJB8mp28D4Pu9X7Dr2+NMTt9GWetbuD/ZQnOf9ni0aMfzC1awpfQ2/medFa+wifCfb7htwnM09vTi+OFvGHn/REY/u4i2Ax/kkD2D0MdfZj9wx0NJ2E+dInjK65Q6fubvz01i84l2tGjToU6vk1w7zHF9qtxXfm9fjv3/PVVrx5JrW3X3qoiIiIhc29wq8RAQEEBqairJycmMHDmSESNGVBlrNBqxWCxs2rQJOJd4MBgMF9TODbcEcmi/jVM+/6V75D3s2ZRJ0bEfaeLdEs8mTSk5U8Sn77zET998iaFRI04c/qbS43y3+3/56bv/8HXuRgB+thdx4vA3SjyIiIiIiIiI/B+3SjyUJw7Ki0vWlEgwGAxERERUG1P+Fs5qPcPc3ddhjuvDt3e2Z+zYsfy+pYPZM2bz+JEdBHt8Rbt77mJuXB+Sk5OJDuvOnE9XUVZWRpMmTTDH9TnvGACjV7bikdn/YMgQDXuX+lcbb5i/WNS81o4lIiIiIiJSGbcqLllfOnXqxNGjR/nyyy/p3Lkz/fv3Z+7cua56ESdOnKB9+/Y0atSId999l9LSc4X8mjdvzqlTp1zHGTJkCGazGYfDAcD+/ftddSFERERERERExM1GPNSnkJAQV0IhPDycv/71r/Tv3x+AKVOmMHr0aJYtW0ZkZCTe3t4A9OjRg8aNGxMQEIDJZOLxxx+noKCAnj174nQ6adOmDZmZmQ12TnL1KXGUVlpIssRRipenRwP0SERERERE5OIYnE5nvTcaHBzszM3Nrfd2ReR85VOVrFZrg/ZDRM4xGAx5TqczuKH7ca3Q84jI1UXPNSK1oy6eR67JqRYiIiIiIiIiUj+UeBARERERERGROqPEg4iIiIiIiIjUGbdKPJTXmyhfTrOm+hNOpxOr1YrVaq0x1mq1MmzYsEva//DDD7Nnzx4AmjVrVm07IiIiIiIiIvILt0o82Gw2EhISKCwsJDMzk8TExCpj7XY7JpOJ/Px88vPzMZlM2O32OunX22+/Tbdu3erk2CJXshJH6UVtFxERERGRa49bLacZFBSE0WgkNDQUh8OB2WyuMtZoNGI2mwkPDwcgOzsbo9F4Qe1s2rSJxx9/HACDwcDmzZsBKCoqIiYmhvz8fHr16sXixYsxGAxEREQwd+5cgoN/Kex59OhRhg8fTlJSEgMHDmTEiBEcO3YMh8NBSkoKI0aMYM6cOTRp0oSEhASefPJJduzYwcaNG9mwYQPp6eksXryYyZMns337dux2OzExMcyYMeNSL59IvfPy9KDvs2srbK9sCVAREREREbk2uVXiwWazYbFYiI2NJSoqiqSkJFJSUiqNtdvtxMfHExcXB0B8fDxpaWkXlHyYO3cur7/+Ov369aOoqIgmTZoA8Pnnn7N79246dOhAv379yMnJoX///hW+f/jwYaKjo0lJSWHQoEGcPXuWDz/8kBYtWnD06FH69u1LdHQ0AwYMYN68eSQkJJCbm0tJSQkOh4NPP/3UlTCZPXs2119/PaWlpURFRbFz50569OhxqZewSpPTt9X6MeXKt/+/p4BLvz/McX2q3Kd7TtxRdfesiIiIiNQNt5pqERAQQGpqKj4+PowcOZJZs2ZVGWs0GrFYLPj5+eHn54fFYrngEQ/9+vXjqaeeIjU1lePHj9O48bn8S58+ffj9739Po0aNCAwMpKCgoMJ3HQ4HUVFRzJkzh0GDBgHnak387W9/o0ePHtx55518//33HD58mF69epGXl8epU6fw8vIiNDSU3NxcsrOzXYmH999/n549exIUFMTu3btdtSRERERERERErgZuNeLBYDAAvxSXLP9cXXxERMRFtzNt2jTuvvtuVq9eTd++ffnkk08A8PLycsV4eHhw9uzZCt9t3LgxvXr1Yu3atQwcOBCAjIwMjhw5Ql5eHp6envj6+lJcXOz6Oz09nbCwMHr06EFWVhZfffUVt99+OwcOHGDu3Lls376dVq1aYTKZKC4uvujzuRB6yyeV+WJRc6Bu7g/dcyIiIiIiAm424qG+fPXVV/j7+/PMM88QHBzM3r17L/i7BoMBi8XC3r17eeGFFwA4ceIEbdu2xdPTk6ysLA4ePOiKHzBgAHPnzmXAgAGEh4fzxhtvEBgYiMFg4OTJk3h7e9OyZUsOHz7MmjVrav1cRURERERERBqSW414qC+vvvoqWVlZeHh40K1bN4YOHcqWLVsu+PseHh4sXbqU4cOH06JFC8aPH8/w4cMJDg4mMDCQ2267zRUbHh7O7NmzCQ0NxdvbmyZNmrimWQQEBBAUFET37t3p3Lkz/fr1q/VzFalLJY7SSgtJljhK8fL0aIAeiYiIiIiIuzE4nc56bzQ4ONiZm5tb7+2KyPnKpypZrdYG7YeInGMwGPKcTmdwzZFSG/Q8InJ10XONSO2oi+eRa3KqhYiIiIiIiIjUDyUeRERERERERKTOKPEgIiIiIiIiInXGrRIP5fUmypfTrKn+hNPpxGq1YrVaa4y1Wq0MGzbMdfy5c+defocr4evry9GjRytsDwsLq5P2RERERERERNyZWyUebDYbCQkJFBYWkpmZSWJiYpWxdrsdk8lEfn4++fn5mEwm7HZ7nffR6XRSVlZ20d/77LPP6qA3IpdnyXvLKi3AVOIorf/OiIiIiIjIVcmtltMMCgrCaDQSGhqKw+HAbDZXGWs0GjGbza6lKbOzszEajRfc1o4dO7jjjjv49ttv+ctf/sKkSZMoKipixIgRHDt2DIfDQUpKCiNGjKCgoIChQ4cSGRnJli1byMzM5IUXXmD79u3Y7XZiYmKYMWPGece32+2MGjWK0aNHM2nSJJo1a0ZRUdGlXRiROtK+XRv6Pru2wvbKlsgUERERERG5FG6VeLDZbFgsFmJjY4mKiiIpKYmUlJRKY+12O/Hx8cTFxQEQHx9PWlraBScfdu7cydatWzl9+jRBQUHcfffdtG3blg8//JAWLVpw9OhR+vbtS3R0NAD79u0jPT2dtLQ0AGbPns31119PaWkpUVFR7Ny5kx49egBQVFTEfffdxwMPPMADDzxQZR8mp2+74GsjUhfMcX2q3Kf7U65G1d3zIiIiIlI33GqqRUBAAKmpqfj4+DBy5EhmzZpVZazRaMRiseDn54efnx8Wy/9v7+7joqzy/4+/jkg4opl506q1oVvmJgoYopQkhbWVJLhhbcXq4Far0Vq7a9uNrlm67Vbubl+/rtPdDnb3ozsTy820zFHKNkSbbNJKS+pblmVkaow4wvX7YwaCZACBgRHez8djHsyc61zXda451zBnPtc553IeVY+HjIwMbDYbvXv35rzzzqOoqAjLsrj99tsZPnw448aN4/PPP2f37t0AnHrqqYwePbp6/WeeeYYRI0aQkJDAe++9x9atW2ttOycnp96gg4iIiIiIiEhHEFY9HowxwA+TS1a9ri9/ampqs/ZV8/WTTz7J119/zaZNm4iMjCQmJoaDBw8CEB0dXZ13586dLFiwgI0bN9KzZ0/sdnt1PoBzzjmHlStXctVVV9V7DLryJuFM56eIiIiIiLSEsOrx0JqWL1/OwYMH+eabb3C5XIwcOZLvvvuOvn37EhkZydq1a/nkk0/qXHffvn1ER0fTo0cPdu/ezcqVK2stv+uuu+jVqxfXX399axyKiIiIiIiISNgKqx4PrSkpKYnx48fz6aef8uc//5n+/ftz9dVXc+mll5KYmEh8fDxDhgypc924uDgSEhIYOnQogwYN4pxzzjkiz/3338/UqVP505/+xL333hvqwxFpki92f13nRJLlvgqiIiPaoEQiIiIiItLeGMuyWn2niYmJVnFxcavvV0RqqxqqVNctNUWk9RljNlmWldjW5ego1B4RaV/UrhFpGaFoj3TYoRYiIiIiIiIiEnoKPIiIiIiYNUF3AAAgAElEQVSIiIhIyIRV4KFq2EfVXS0aGgZiWRYulwuXy9VgXpfLRXp6eq00u93Oc8891/QCi4iIiIiIiEi9wirw4Ha7mTFjBqWlpRQUFDBr1qygeb1eL3a7HY/Hg8fjwW634/V6W7G0Iseucl8FQHXg7sfpIiIiIiIiLSWs7mqRkJCAzWYjOTkZn8+Hw+EImtdms+FwOEhJSQGgsLAQm83WpP2uWbOGRYsWsWzZMgBeeeUVHA4Hzz//PPn5+dx9991YlsX48eO55557APj3v//NPffcQ//+/Tn99NOJiopi0aJFfPLJJ0ydOpWvv/6aPn36kJeXx09/+tMmlUskVKIiIxh9x6oj0uu6w4WIiIiIiEhzhFXgwe1243Q6yc7OJi0tjdmzZzN//vw683q9XnJzc8nJyQEgNzeXxYsX1xt8KCwsJD4+vvr1p59+Snp6Oueffz65ubm1ggU5OTns2rWLW265hU2bNtGzZ08uvPBCCgoKSEpKYt68eWzevJnu3btz/vnnExcXx/S8Ilb+zx8ZlHg+52SP5/3CFxib+Wsu+t19LftGiTSTIycp6LLpeUWtWBJp7+o710RERESkYwiroRZxcXEsXLiQXr16kZmZybx584LmtdlsOJ1OYmNjiY2Nxel0NtjjISUlBbfbXf2YMGECAMYYfv3rX/PEE0+wd+9e3nzzTS6++GI2btxIamoqffr0oXPnzlx99dWsX7+eoqIixo4dy4knnkhkZCSTJk2q3sfuj97ltFH+q8anJ1/Cl9vfaYF3RkREREREROTYFFY9HowxwA+TS1a9ri9/1f16mysnJ4dLL72ULl26MGnSJDp37hx0wspg6Y6cJJ69uTP/so8kMjISn8/HstsjdcVPjik6X0VEREREpCWFVY+HttS/f3/69+/P/PnzsdvtAIwaNYp169axZ88eKioqyM/PZ+zYsSQlJbFu3Tq+/fZbDh8+zNKlS6u3c/bZZ/PUU08B8OSTTzJmzJi2OBwRERERERGRsBBWPR7a2tVXX83XX3/NmWeeCUC/fv3461//ynnnnYdlWVxyySVkZGQAcPvttzNq1Cj69+/PmWeeSY8ePQBYuHAhU6dO5b777queL0Ik3JT7KuqcSLLcV0FUZEQblEhERERERNorE2zYQCglJiZaxcXFrb7fhtxwww0kJCTwm9/8psG8Bw4coFu3bhw+fJiJEycydepUJk6c2AqlFGk5VUOVat5SU0TajjFmk2VZiW1djo4iXNsjItI0ateItIxQtEc01CLgrLPOYsuWLWRnZzcq/9y5c4mPjyc2NpaBAweSmZkZ4hKKiIiIiIiIHHs01CJg06ZNR5V/wYIFISqJiIiIiIiISPuhHg8iIiIiIiIiEjJhFXiomm+i6naaDc0/YVkWLpcLl8vVYF6Xy0V6enqtNLvdznPPPVfvejExMezZs6dWWklJCbGxsfWuV9OuXbvIysqqc1lqaioaXyoiIiIiIiLtVVgFHtxuNzNmzKC0tJSCggJmzZoVNK/X68Vut+PxePB4PNjtdrxebyuWtvH69+/fYIBDJNyV+yqOKl1ERERERATCbI6HhIQEbDYbycnJ+Hw+HA5H0Lw2mw2Hw0FKSgoAhYWF2Gy2Ju97zZo1zJw5k8OHDzNy5EgcDgdRUVHVy71eLxMnTuSyyy7jggsuqE7/+OOPueyyy3jooYfo06cPv/71r/n+++8BWLRoEWeffTYlJSWkp6fj8Xjwer3k5OSwdetWfv7zn9cKluTn53P33XdjWRbjx4/nnnvuafLxiLS0qMgIRt+x6oj0um7LKSIiIiIiUiWsAg9utxun00l2djZpaWnMnj2b+fPn15nX6/WSm5tLTk4OALm5uSxevLje4ENhYSHx8fHVrz/99FPS09M5ePAgdrudNWvWMHjwYCZPnozD4eCmm24C/LfO/NWvfsXkyZOZPHkyJSUlAHzwwQf86le/Ii8vj/j4eMrKynjllVfo0qUL27dv58orrzxiGIXD4aBr165s2bKFLVu2MGLECP76wntEr9/Nsr/8nsvmPEpUdHee+PsM3im7j4EjxjbnLRWp14df7gdgel5Rg3kdOUlBlzVmfZHmqO/8ExEREZHwFlZDLeLi4li4cCG9evUiMzOTefPmBc1rs9lwOp3ExsYSGxuL0+lssMdDSkoKbre7+jFhwgTAH0AYOHAggwcPBmDKlCmsX7++er2MjAxycnKYPHlyddrXX39NRkYGTzzxRHUww+fzce211zJs2DAmTZrE1q1bjyjD+vXrq2/ZOXz4cIYPHw7AVyVb6X/GCGzH96RTRGdOH30RX3z4dmPeNhEREREREZGwFVY9HowxwA+TS1a9ri9/ampqs/fb0MSU55xzDitXruSqq66qLlOPHj045ZRTeOONNxg6dCgA//znPznppJN45513qKyspEuXLkHLXdNtE4by2Wc9eH7vu9VX9f5d+S7vvVfGP3SVT0Jo26PdgeZfTdbVaBERERERCSasejy0lSFDhlBSUsKOHTsAePzxxxk79ochDnfddRe9evXi+uuvr0477rjjKCgo4LHHHuP//b//B8B3331Hv3796NSpE48//jgVFUdOunfuuefy5JNPAuDxeNiyZQsAo0aNYt26dezZs4eKigry8/NrlUFERERERETkWBRWPR7aSpcuXcjLy2PSpEnVk0tOmzatVp7777+fqVOn8qc//ak6ABEdHc2KFSu44IILiI6O5vrrr+eyyy7j2Wef5bzzziM6OvqIfU2fPp2cnByGDx9OfHw8SUn+K8X9+vXjr3/9K+eddx6WZXHJJZeQkZER+oMXaaRyX0WdE0mW+yqIioxogxKJiIiIiMixwDQ0zCAUEhMTrR9Puigira9qqJLL5WrTcoiInzFmk2VZiW1djo5C7RGR9kXtGpGWEYr2iIZaiIiIiIiIiEjIKPAgIiIiIiIiIiGjwIOIiIiIiIiIhExYBR6q5puoup1mQ/NPWJaFy+XC5XI1mNflcpGenl4rzW6389xzzwFwzTXXsHXr1iaWvO5t1rRr1y6ysrKavX0RERERERGRY0lYBR7cbjczZsygtLSUgoICZs2aFTSv1+vFbrfj8XjweDzY7Xa8Xm+T9/3II49w5plnHpFe1y0xm6J///51BiREQqXcV/e5GyxdREREREQkFMLqdpoJCQnYbDaSk5Px+Xw4HI6geW02Gw6Hg5SUFAAKCwux2WxN3ndqaioLFiwgMTGRbt268Yc//IFVq1bx97//nfLycmbOnFl9q02Hw0FUVBS33norL7zwAp07d+bCCy9kwYIFAKxfv55//OMffPnll9x7771kZWVRUlJCeno6Ho+HJUuWUFBQQEVFBR6Phz/+8Y8cOnSIxx9/nKioKF566SVOPPFEHn74YR566CEOHTrEaaedxuOPP07Xrl2bfIzSsURFRjD6jlVHpNd1S0wREREREZFQCavAg9vtxul0kp2dTVpaGrNnz2b+/Pl15vV6veTm5pKTkwNAbm4uixcvrjf4UFhYSHx8fPXrTz/99IjhFwDff/89sbGx3HXXXRw8eJDTTz+dNWvWMHjwYCZPnozD4WDy5MksW7aM999/H2MMe/fuBeDNHXs4XP5/XDDtH5zyRQm/yf09a/b/lH17drFrr5fpeUW8//rHbH5zE1l3PMbYcYf4458uY1TWDYye8SBv5P+TS3PnMfzCKzl4MIbE6/8FQNHzD3DhtXMYNu7ypr690sE4cpKCLpueVwTAh1/ur/VapCXVdw6KiIiISMcRVkMt4uLiWLhwIb169SIzM5N58+YFzWuz2XA6ncTGxhIbG4vT6Wywx0NKSgput7v6MWHChDrzRUREcNlllwHwwQcfMHDgQAYPHgzAlClTWL9+PccffzxdunThmmuu4fnnn6/VEyEmYSymUydOHDAI73elde6j/5CzOM4Wje34nhxn68ap8WMA6HXyz9i/5wsASj//iIK/Xsczf76K7f99mW93fVzv8YmIiIiIiIiEm7Dq8WCMAX6YXLLqdX35U1NTW7wcXbp0ISIiAgg+wWXnzp0pKipizZo1PPXUUyxatIjXXnuN5NN6k37hmWRl+a/0Pf47gyMniZKSEt551IYjJ4klZivFtlIWBa4GrryzC/+cPJrevXv7lxXvZVFOEgMHXsHLBQXExcWxZMkSXC6XriBKi6g6j7Y92r3WaxERERERkZYWVoGHcDRkyBBKSkrYsWNH9TwLY8eO5cCBA5SVlXHJJZcwevRoTjvttBbf9/79++nXrx8+n48nn3ySAQMGtPg+REREREREREJJgYcGdOnShby8PCZNmlQ9ueS0adMoLS0lIyODgwcPYlkW//znP1t83/PmzWPUqFGceuqpDBs2jP3797f4PqT9KvdV1DmRZLmvgqjIiDYokYiIiIiIdEQm2FCCUEpMTLSKi4tbfb8iUlvVUCWXy9Wm5RARP2PMJsuyEtu6HB2F2iMi7YvaNSItIxTtkbCaXFJERERERERE2hcFHkREREREREQkZBR4EBEREREREZGQCavAQ9V8E1W302xo/gnLsnC5XLhcrgbzAhQVFZGamsrpp5/OiBEjGD9+PO+++26zyy0iIiIiIiIidQurwIPb7WbGjBmUlpZSUFDArFmzgub1er3Y7XY8Hg8ejwe73Y7X6w2af/fu3Vx++eXcfffdbN++nc2bN3Pbbbfx0UcfheJQRGop91UcVbqIiIiIiEh7EVa300xISMBms5GcnIzP58PhcATNa7PZcDgcpKSkAFBYWIjNZguaf9GiRUyZMoWzzz67Om3MmDHVz+12O+np6WRlZQHQrVs3Dhw4gMvlYu7cufTu3RuPx8NZZ53FE088gTGGmJgYrrrqKtauXYvP5+Ohhx7itttuY8eOHdx8881MmzaNAwcOkJGRwbfffovP52P+/PlkZGQ0962SY0xUZASj71h1RHpdt7sUERERERFpT8Iq8OB2u3E6nWRnZ5OWlsbs2bOZP39+nXm9Xi+5ubnk5OQAkJuby+LFi48IPkzPKwJg1UuvM/icS6pf/9ibO/awa+121uz3Ly8/XMn0vCI+f38bbxYVc/m8fFIv7kPBX69l4u0P029wPN8cOMTrn1UQf93/8Eb+P7kg4woyb3uIfr5D/P5PV/JO1AgqKw4Tc9ksBtu64d2/l8nX/YYrv/kJxpiWetvkGODISQq6LNg52Ro+/HJ/m5dB2qf6znkRERER6VjCKvAQFxfHwoULmTt3LpmZmfX2DLDZbDidTtatWwf4Aw9H82P++XlTOXTwe04emsSYq/5Yb94+A4fS7cSTAOh1ymD2f/MF/YgH4NR4f4+LXif/DF+5l+Ns0WCLpnPkcZSX7afzcTbeWurgiw/dGGP4/tuv8e4rpWuPXo0uq4iIiIiIiMixKqwCD1WBg6rJJRsKJBhjSE1NrTdP1VW3P388hk6dDnBn4LUjx8Nzzz3HihUrcOQkcc0bP+HCsT/j8suTsCyLf//2MI6cJFyuMha816d6Ozds6kdi4qnY7UmsvPM4/jl5NL1792aJ2Upx170sCuRbeWcX7r0ijhUrVvBd7068/fJWIiMjiYmJ4c7MnxMTE9PEd0nam7a8Mrzt0e5tXgYREREREWnfwmpyyVDKzc1lyZIlbNiwoTqtrKys+nlMTAybNm0CYPny5fh8vhbZ73fffUffvn2JjIxk7dq1fPLJJy2yXREREREREZFjQVj1eAiln/zkJzz99NPccsstfP755/Tt25fevXszZ84cAK699loyMjJISkoiLS2N6OjoFtnv1VdfzaWXXkpiYiLx8fEMGTKkRbYrx5ZyX0WdE0mW+yqIioxogxKJiIiIiIi0DmNZVqvvNDEx0SouLm71/YpIbVVDlVwuV5uWQ0T8jDGbLMtKbOtydBRqj4i0L2rXiLSMULRHOsxQCxERERERERFpfQo8iIiIiIiIiEjIhFXgoWrYR9VdLRoaBmJZFi6XC5fL1WBegKKiIlJTUzn99NMZMWIE48eP59133wXggQce4LHHHgPg/fffJz4+noSEBD766KNmHJGIiIiIiIhIxxZWgQe3282MGTMoLS2loKCAWbNmBc3r9Xqx2+14PB48Hg92ux2v1xs0/+7du7n88su5++672b59O5s3b+a2226rDixMmzaNyZMnA1BQUEBGRgZvv/02P/vZz1r2IEXaQLmvos70/KefbeWSiIiIiIhIRxNWd7VISEjAZrORnJyMz+fD4XAEzWuz2XA4HKSkpABQWFiIzWYLmn/RokVMmTKFs88+uzptzJgx1c/nzp1Lt27dOPPMM7n//vuJiIhg/fr15OXlkZ6ejsfjAWDBggUcOHCguleGyLEgKjKC0XesOiK9rjttiIiIiIiItKSwCjy43W6cTifZ2dmkpaUxe/Zs5s+fX2der9dLbm4uOTk5AOTm5rJ48eKgwYf33nuPKVOmNFiGSy65hGnTptGtWzdmzpxJSUnJUR3D9Lyio8ov0hocOUlBl3345X6dt9Jm6js3RURERKR9CKuhFnFxcSxcuJBevXqRmZnJvHnzgua12Ww4nU5iY2OJjY3F6XTW2+Phx0aNGsXPf/5zbrzxxpYouoiIiIiIiIjUIax6PBhjgB8ml6x6XV/+qvv1NmTo0KFs3ryZjIwMAN566y2ee+45VqxYUe96nTt3prKysvr1wYMH682vq3dyrBn8k+46b0VEREREJGTCqsdDKOXm5rJkyRI2bNhQnVZWVtbgeieddBJfffUV33zzDeXl5Q0GKkRERERERETkB2HV4yGUfvKTn/D0009zyy238Pnnn9O3b1969+7NnDlz6l0vMjKSOXPmMGrUKAYOHMiQIUNaqcQiLafcV1HnRJJf7P66DUojIiIiIiIdibEsq9V3mpiYaBUXF7f6fkWktqqhSi6Xq03LISJ+xphNlmUltnU5Ogq1R0TaF7VrRFpGKNojHWaohYiIiIiIiIi0PgUeRERERERERCRkFHgQERERERERkZAJq8BD1XwTVbfTbGj+CcuycLlcuFyuBvO6XC569OhBfHw88fHxjBs3rsH86enpjS98EDExMezZs+eI9BdeeIG//e1vzd6+iIiIiIiISDgLq7tauN1u8vLyACgoKKCoqIi77767zrxer5dp06YxcuRIAPLy8njggQew2WxBt5+SkhI2t8OcMGECEyZMaOtiSDtT7qsgKjKi0ekiIiIiIiKhFlaBh4SEBGw2G8nJyfh8PhwOR9C8NpsNh8NBSkoKAIWFhfUGHYKx2+2kp6eTlZUFQLdu3Thw4ECtPBs3buS6665j6dKlPPbYY3Tr1o2ZM2cCEBsby4oVK+jTpw+XX345n332GRUVFfz5z3/miiuuAOB///d/efHFF/H5fDz77LMMGTKEJUuWUFxczKJFi7Db7dhsNt5//30++eQT8vLyePTRR3nzzTcZNWoUS5YsAWD69Ols3LgRr9dLVlYWd95551Efr7RvUZERjL5j1RHpdd1KU0REREREpDWEVeDB7XbjdDrJzs4mLS2N2bNnM3/+/Drzer1ecnNzycnJASA3N5fFixfXG3woLCwkPj4egEmTJjFr1qwj8pQfrmR6XhGfv7+Nd/9vLxNnPcLrTy7gFzfcy33r9rDx7c+J7GLjo7wiAHbt9TLrWTd7St7n0wORpN70MACr9hzAlVfENwcOsWbH94z63QN4XnuOidfdQmrOLN5//WO+LtnN9Lwi3tyxhwpfOeN++zei3Ou54KJLyLz9Ycaecx1L59mZdOcT9P7pYA6e+UtGJuVQWVnBw/fdwLaIwfQ65fTmvOXSzjhykoIumx44Z2v68Mv9QZeJhKP6znERERERCU9hFXiIi4tj4cKFzJ07l8zMTDIyMoLmtdlsOJ1O1q1bB/gDD8aYerd/tEMt9n5RwrpH/0r6HxYS3bNPvXlPPPk03nxmIf99dhGnxp1Dv8EJ1csGnpUKQJ9Th7Bzk6vO9U+NS8EYQ68Bp2E7/kR6nXyaf7v9B7F/zxf0/ulgPtq4hm3rCqisrKBs7x6+3bVTgQcREREREREJa2EVeKgKHFRNLtlQIMEYQ2pqarP22blzZyorKwH/ZJWm8jCOnCRcrjJK34jh4MGDXHEGjB/vv8o2//PVHHfccfwpcNXtlb8Y/jIpnpiYGEp/ez4vvfQSDzzwACNsu5kzZw4r7zyOf04eTe/evSku7sTM17viyEliidlKsa2URTlJ2Nf1Jv3CM8nKSqKkpIR3Hu9RfVXPvq4v6WMHctZZfbjgL8/xoXsjPXv2xG63kzr6ZOx2Xf2TxqnrSvG2R7sHXSYiIiIiItISwuquFm0hJiaGTZs2AbB8+XJ8Pl/1shNOOIH//Oc/3H777bhcrur8mzdvBmDz5s3s3LkTgF27dtG1a1eys7OZOXNmdZ6Wsm/fPqKjo+nRowe7d+9m5cqVLbp9ERERERERkVAIqx4PbeHaa68lIyODpKQk0tLSiI6OrrX8pJNO4sUXX+Tiiy/G6XRy2WWX8dhjjxEfH8/IkSMZPHgwAO+++y4333wznTp1IjIyst6JMZsiLi6OhIQEhg4dyqBBgzjnnHNadPvSPpT7KuqcSFJ3tRARERERkbZiLMtq9Z0mJiZaxcXFrb5fEamtaqhSVY8eEWlbxphNlmUltnU5Ogq1R0TaF7VrRFpGKNojHX6ohYiIiIiIiIiEjgIPIiIiIiIiIhIyCjyIiIiIiIiISMiEVeChar6JqttpNjT/hGVZuFwuXC5Xg3ldLhc9evQgPj6e+Ph4xo0b12D+9PT0xhceOPvss48qv4iIiIiIiEh7F1aBB7fbzYwZMygtLaWgoIBZs2YFzev1erHb7Xg8HjweD3a7Ha/XW+/2U1JScLvduN1uXn311ZYuPhs2bGjxbYo0Rbmv4qjSRUREREREQiWsbqeZkJCAzWYjOTkZn89X7y0pbTYbDoeDlJQUAAoLC7HZbEe9T7vdTnp6OllZWQB069aNAwcO1MqzceNGrrvuOpYuXcpjjz1Gt27dmDlzJgCxsbGsWLGCmJiYOtcVaQtRkRGMvmPVEel13WpTREREREQklMIq8OB2u3E6nWRnZ5OWlsbs2bOZP39+nXm9Xi+5ubnk5OQAkJuby+LFi+sNPhQWFhIfHw/ApEmT6u1RUWXDhg387ne/Y/ny5fz0pz9tMP/0vKIG84iEmiMnKeiymufoh1/uPyJNpCnqO+dEREREpGMLq8BDXFwcCxcuZO7cuWRmZpKRkRE0r81mw+l0sm7dOsAfeDDG1Lv9lJQUVqxY0ejybNu2jeuuu47Vq1fTv3//Rq8nIiIiIiIiIn5hFXioChxUTS7ZUCDBGENqamqz9tm5c2cqKysB/2SVhw4dql7Wr18/Dh48yNtvv10deKiZH+DgwYO1tqerfhLuap6j2x7tfkSaiIiIiIhISwqrySXbQkxMDJs2bQJg+fLl+Hy+6mUnnHAC//nPf7j99ttxuVzV+Tdv3gzA5s2b2blzZ6uXWURERERERORYEVY9HtrCtddeS0ZGBklJSaSlpREdHV1r+UknncSLL77IxRdfjNPp5LLLLuOxxx4jPj6ekSNHMnjw4DYquUhw5b6KOieSLPdVEBUZ0QYlEhERERGRjspYltXqO01MTLSKi4tbfb8iUlvVUKWqHj0i0raMMZssy0ps63J0FGqPiLQvateItIxQtEc6/FALEREREREREQkdBR5EREREREREJGQUeBARERERERGRkAmrwEPVfBNVt9NsaP4Jy7JwuVy4XK4G87pcLnr06EF8fHz149VXX6WkpITY2Ng615kzZw6vvvrq0R+IiIiIiIiIiABhdlcLt9tNXl4eAAUFBRQVFXH33XfXmdfr9TJt2jRGjhwJQF5eHg888AA2my3o9lNSUlixYkWttJKSkqD577rrrqM8ApHwE+xOFuW+ijYojYiIiIiIdDRhFXhISEjAZrORnJyMz+fD4XAEzWuz2XA4HKSkpABQWFhYb9ChPhUVFVx77bVs2LCBAQMGsHz5cmw2G3a7nfT0dLKysoiJieGqq65i7dq1+Hw+HnroIW677TZ27NjBzTffzLRp0wC47777eOaZZygvL2fixInceeedTSqTSEuJioxg9B2rjkiv63abIiIiIiIiLS2sAg9utxun00l2djZpaWnMnj2b+fPn15nX6/WSm5tLTk4OALm5uSxevLje4ENhYSHx8fHVr5cuXUpERATbt28nPz+fhx9+mMsvv5ylS5eSnZ19xPqnnHIKb775Jr///e+x2+288cYbHDx4kKFDhzJt2jRWr17N9u3bKSoqwrIsJkyYQMatD9L/jIRmvjMiTefISQq67MMv9wMwPa+otYoj0mLqO7dFREREJHyEVeAhLi6OhQsXMnfuXDIzM8nIyAia12az4XQ6WbduHeAPPBhj6t1+sKEWAwcOrA5InHXWWUGHX0yYMAGAYcOGceDAAbp370737t3p0qULe/fuZfXq1axevZqEBH+g4cCBA5zcJ16BBxEREREREemwwirwUBU4qJpcsqFAgjGG1NTUZu83Kiqq+nlERARer7fefJ06daq1TqdOnTh8+DCWZXHbbbfx29/+ttllEmkNg3/SHdCVYxERERERCZ2wuqvFse4Xv/gFTqeTAwcOAPD555/z1VdftXGpRERERERERNpOWPV4CLUfz/Ewe/ZsEhMTW2z7F154Idu2bSM5ORmAbt268cQTT9C3b98W24fI0Sr3VdQ5kaTuaiEiIiIiIq3BWJbV6jtNTEy0iouLW32/IlJb1VAll8vVpuUQET9jzCbLslouIi71UntEpH1Ru0akZYSiPaKhFiIiIiIiIiISMgo8iIiIiIiIiEjIKPAgIiIiIiIiIiETVoGHqvkmqm6n2dD8E5Zl4XK5cLlcDeYFKCoq4txzz+WMM85gyJAhXHPNNZSVlTF37lwWLFhQ5zpnn57bNLEAABrHSURBVH024B8rlp6efhRHIyIiIiIiIiJhFXhwu93MmDGD0tJSCgoKmDVrVtC8Xq8Xu92Ox+PB4/Fgt9vxer1B8+/evZtJkyZxzz338MEHH7Bt2zYuuugi9u/fX2+ZNmzY0OTjEenogt05Q3fUEBERERHpOMLqdpoJCQnYbDaSk5Px+Xw4HI6geW02Gw6Hg5SUFMB/q0ybzRY0/7/+9S+mTJlSfatLYwxZWVnVy7du3UpqaiqffvopN910EzNmzAD8t8Q8cOAAAPv27WPixIl88MEHnHvuuSxevJhOnToxffp0Nm7ciNfrJSsrizvvvLPZ74VIexAVGcHoO1YdkV7X7T1FRERERKR9CqvAg9vtxul0kp2dTVpaGrNnz2b+/Pl15vV6veTm5pKTkwNAbm4uixcvDhp88Hg8TJkyJei+33//fdauXcv+/fs544wzmD59OpGRkbXyFBUVsXXrVk499VQuuuginn/+ebKysvjLX/7CiSeeSEVFBWlpaWzZsoXhw4c38V0Ivel5RW1dBAkTH37p7/ETqnPCkZMUdJnOQ2mO+s4tEREREQkvYTXUIi4ujoULF9KrVy8yMzOZN29e0Lw2mw2n00lsbCyxsbE4nc56ezw0ZPz48URFRdG7d2/69u3L7t27j8iTlJTEoEGDiIiI4Morr+T1118H4JlnnmHEiBEkJCTw3nvvsXXr1iaXQ0RERERERKQ9CaseD8YY4IfJJate15c/NTW1UdseOnQomzZtIiMjo87lUVFR1c8jIiI4fPhw0PLVfL1z504WLFjAxo0b6dmzJ3a7nYMHDzaqTG1FVwqlyrZHuwNtc07oPBQRERER6RjCqsdDKN1www08+uijvPXWW9VpTzzxBF9++WWjt1FUVMTOnTuprKzk6aefZsyYMezbt4/o6Gh69OjB7t27WblyZSiKLyIiIiIiInJMCqseD6F00kkn8dRTTzFz5ky++uorOnXqxLnnnssvf/nLRm8jOTmZW2+9lXfffZdzzz2XiRMn0qlTJxISEhg6dCiDBg3inHPOCeFRiBxbyn0VdU4kWe6rICoyog1KJCIiIiIira3DBB7AHzgoLCw8Ir1qaEcVj8dT/bzqjhapqalBh3UsWbKkpYoo0q4ECy4o6CAiIiIi0nF0mKEWIiIiIiIiItL6FHgQERERERERkZAJq8CDZVnAD0Mfql7Xl9/lcuFyuRrMW+XGG29kwIABVFZWNqusTTFnzhxeffXVVt+viIiIiIiISFsJq8CD2+1mxowZlJaWUlBQwKxZs4Lm9Xq92O12PB4PHo8Hu92O1+utd/uVlZUsW7aMU045hfXr17d08etVUVHBXXfdxbhx41p1vyL1yX/6WVwu1xHp5b6K1i+MiIiIiIi0S2E1uWRCQgI2m43k5GR8Ph8OhyNoXpvNhsPhICUlBYDCwkJsNlu921+7di2xsbFcccUV5OfnV08WWVpaytSpU/n444/p2rUrDz30EMOHD2fu3Lns3LmTL774gg8//JB//OMf/Pe//2XlypUMGDCAF198kcjISNasWcPMmTM5fPgwI0eOxOFwEBUVRUxMDFOnTmX16tXccMMNvPzyy6Snp5OVldVi75lIc/Q7qQ+j71h1RHpdd6IQERERERFpirAKPLjdbpxOJ9nZ2aSlpTF79mzmz59fZ16v10tubi45OTkA5Obmsnjx4nqDD/n5+Vx55ZVkZGRw++234/P5iIyM5I477iAhIYGCggJee+01Jk+ejNvtBuCjjz5i7dq1bN26leTkZJYuXcq9997LxIkT+c9//sNFF12E3W5nzZo1DB48mMmTJ+NwOLjpppsA6NKlC6+//joAL7/8ctCyTc8ratJ7JtIcjpykoMt0Tko4qO8cFREREZFjQ1gNtYiLi2PhwoX06tWLzMxM5s2bFzSvzWbD6XQSGxtLbGwsTqez3qDDoUOHeOmll8jMzOT4449n1KhRrF69GoDXX3+dX//61wCcf/75fPPNN3z33XcAXHzxxURGRjJs2DAqKiq46KKLABg2bBglJSV88MEHDBw4kMGDBwMwZcqUWsM4rrjiiua9KSIiIiIiIiLHsLDq8WCMAX6YXLLqdX35q4ZLNOTll1/mu+++Y9iwYQCUlZXRtWtXxo8fX+fElFX7joqKAqBTp05ERkZWp3fq1InDhw83OKlldHR0o8qnq3oSbnROioiIiIhISwirHg+hlJ+fzyOPPEJJSQklJSXs3LmT1atXU1ZWxrnnnsuTTz4JgMvlonfv3hx//PGN2u6QIUMoKSlhx44dADz++OOMHTs2ZMchIiIiIiIiciwJqx4PoVJWVsaqVat48MEHq9Oio6MZM2YML774InPnziUnJ4fhw4fTtWtXHn300UZvu0uXLuTl5TFp0qTqySWnTZsWisMQaXFf7P66zokky30VREVGtEGJRERERESkvTENDRUIhcTERKu4uLjV9ysitVUNVarrlpoi0vqMMZssy0ps63J0FGqPiLQvateItIxQtEc6zFALEREREREREWl9CjyIiIiIiIiISMgo8CAiIiIiIiIiIRNWgYeq+SaqbqfZ0PwTlmXhcrlwuVwN5q1y4403MmDAACorK6vT5s6dy4IFC47IO2fOHF599VUA7r//fsrKyhq1DxERERERERHxC6vAg9vtZsaMGZSWllJQUMCsWbOC5vV6vdjtdjweDx6PB7vdjtfrrXf7lZWVLFu2jFNOOYX169c3WJ677rqLcePGAQo8SHgq91UcVbqIiIiIiEhrC6vbaSYkJGCz2UhOTsbn8+FwOILmtdlsOBwOUlJSACgsLMRms9W7/bVr1xIbG8sVV1xBfn5+9cy3NT388MM8//zzPP/880yfPp309HR27drFrl27OO+88+jduzdr165l+vTpbNy4Ea/XS1ZWFnfeeWezjl2kKaIiIxh9x6oj0uu6RaaIiIiIiEhbCKvAg9vtxul0kp2dTVpaGrNnz2b+/Pl15vV6veTm5pKTkwNAbm4uixcvxmazMT2vqM51XHkL6X9GEuu/P4WnnlmGlTiFiM6d2fj250R2sbE8+2b+7723uHD63fzhqXd5c8cedq3dzs8S04g6vjdnXft3bN1PYHpeEQfP/CUjk3KorKzg4ftuYFvEYHqdcnrI3huRujhykoIuC/Y5qOnDL/c3Oq9Ifeo7F0VERESkYwurwENcXBwLFy5k7ty5ZGZmkpGRETSvzWbD6XSybt06wB94MMYEzV9x2MenWzZw9q9u4jhbNCcNGspn7/2XU+PGALB9w0qiT+zLL264j4jODb8tH21cw7Z1BVRWVlC2dw/f7tqpwIOIiIiIiIjIj4RV4KEqcFA1uWR9gYSq5XUNl6jrytsLL7zAk74y1tzr7yFRVlbGiXsG4Mj5A3M/eYnt3ZJwu93cNq4fAwcOBMC+rjfp551OVlYSK+88jgVXjaB3797s3LmTC/7yHB+6N9KzZ0/sdjupo0/GbtcVPwkfjbkCve3R7o3OKyIiIiIi0hRhNblkKOXn5/PII49QUlJCSUkJO3fuZPXq1dUTRiYkJPDggw8yYcIEdu3adcT63bt3Z/9+f7f0ffv2ER0dTY8ePdi9ezcrV65s1WMREREREREROVaEVY+HUCkrK2PVqlU8+OCD1WnR0dGMGTOGF198sTptzJgxLFiwgPHjx/PKK6/U2sZ1113HxRdfTL9+/Vi7di0JCQkMHTqUQYMGcc4557TasYjUVO6rqHMiyXJfBVGREW1QIhERERERkdqMZVmtvtPExESruLi41fcrIrVVDVVyuVxtWg4R8TPGbLIsK7Gty9FRqD0i0r6oXSPSMkLRHukwQy1EREREREREpPUp8CAiIiIiIiIiIaPAg4iIiIiIiIiETFgFHqrmm6i6nWZD809YloXL5cLlcjWYt8qNN97IgAEDqKysrE574YUX+Nvf/hZ0nZKSEmJjY+tcNmfOHF599dVG7VtERERERESkowmrwIPb7WbGjBmUlpZSUFDArFmzgub1er3Y7XY8Hg8ejwe73Y7X6613+5WVlSxbtoxTTjmF9evXV6dPmDCBW2+9tUllvuuuuxg3blyT1hU5lpT7Ko4qXUREREREBMLsdpoJCQnYbDaSk5Px+Xw4HI6geW02Gw6Hg5SUFAAKCwux2Wz1bn/t2rXExsZyxRVXkJ+fXz3z7ZIlSyguLmbRokXs3r2badOm8fHHHwPgcDjo378/FRUVXHvttWzYsIEBAwawfPlybDYbdrud9PR0srKyWuZNEAlTUZERjL5j1RHpdd3OU0REREREpEpYBR7cbjdOp5Ps7GzS0tKYPXs28+fPrzOv1+slNzeXnJwcAHJzc1m8eHG9wYf8/HyuvPJKMjIyuP322/H5fERGRtbKM2PGDMaOHcuyZcuoqKjgwIEDfPvtt2zfvp38/HwefvhhLr/8cpYuXUp2dnbLHXwLmp5X1NZFkGPEh1/uBxp3zjhykoIu0zkn4a6+81dEREREQiushlrExcWxcOFCevXqRWZmJvPmzQua12az4XQ6iY2NJTY2FqfTWW/Q4dChQ7z00ktkZmZy/PHHM2rUKFavXn1Evtdee43p06cDEBERQY8ePQAYOHAg8fHxAJx11lmUlJQ040hFREREREREOoaw6vFgjAF+mFyy6nV9+auGSzTk5Zdf5rvvvmPYsGEAlJWV0bVrV8aPH9+o9aOioqqfR0RENDifRFvSlT1prG2Pdgeaf87onBMRERERkWDCqsdDKOXn5/PII49QUlJCSUkJO3fuZPXq1ZSVldXKl5aWVj23REVFBfv27WuL4oqIiIiIiIi0C2HV4yFUysrKWLVqFQ8++GB1WnR0NGPGjOHFF1+slfd//ud/uO666/j3v/9NREQEDoeDfv36tXaRRcJOua+izokky30VREVGtEGJRERERETkWGAsy2r1nSYmJlrFxcWtvl8Rqa1qqJLL5WrTcoiInzFmk2VZiW1djo5C7RGR9kXtGpGWEYr2SIcZaiEiIiIiIiIira9NejwYY/YDH7T6jqWl9Qb2tHUhpNlUj+2D6rF9OMOyrO5tXYiOQu2RDkX/IzsO1XX4Ux2FvxZvj7TVHA8fqCvpsc8YU6x6PPapHtsH1WP7YIxRv//WpfZIB6H/kR2H6jr8qY7CXyjaIxpqISIiIiIiIiIho8CDiIiIiIiIiIRMWwUeHmqj/UrLUj22D6rH9kH12D6oHluX3u+OQ3Xdcaiuw5/qKPy1eB21yeSSIiIiIiIiItIxaKiFiIiIiIiIiISMAg8iIiIiIiIiEjLNCjwYY040xrxijNke+NszSL6XjTF7jTErfpReaIxxBx67jDEFgfQhxpg3jTHlxpiZP1rn98aY94wxHmNMvjGmS3OOQY6qHqcE8mw3xkypkX6lMeZdY8yWQF33DqTPNcZ8XqOOLwmkH2eMyQus844xJrVVDrSdMsZcZIz5wBizwxhzax3Lo4wxTweWv2WMiamx7LZA+gfGmF80tE1jzMDANrYHtnlcqI+vo2hqPRpjIo0xjwY+T9uMMbfVWOcEY8xzxpj3A8uSA+n3BdK2GGOWGWNOaK3j7AgaUZfnGmM2G2MOG2OyaqSfV+P/pdsYc9AYkxlY9mRgmx5jjNMYE/mjbY40xlTU3F5H1Zjz2xjTxRhTFPgOes8Yc2eNZf8OpG8JfH66BdJ/aoxZa4x5O7DsktY8LjmSMWZSoP4qjTFBb80X+Mx8ZYzx1LHsd4HP1nvGmHsDaWqnhInWbONI09T3+QosN8aYhYH3e4sxZkSNZUf8tjDGdDXG/Cfwf/w9Y8zfWutY2itjzCmB769tgff0xjryHFU9/WjdF4LVfy2WZTX5AdwL3Bp4fitwT5B8acClwIp6trUUmBx43hcYCfwFmFkjzwBgJ2ALvH4GsDfnGPRoXD0CJwIfB/72DDzvCXQGvgJ619jW3MDzuTXrr8a2coG8GnW9CejU1u/DsfgAIoCPgEHAccA7wJk/ynM98EDg+a+ApwPPzwzkjwIGBrYTUd82A5+5XwWePwBMb+v3oD08mlmPVwFPBZ53BUqAmMDrR4FrAs+PA04IPL8Q6Bx4fk+w/916hKwuY4DhwGNAVpDtnAiUAl0Dry8BTOCRX/OzF9jna8BLwbbXkR6NOb8D72O3wPNI4C1gdOD18TXy/YMfvh8fqnrfA/8/S9r6WDv6A/g5cAbgAhLryXcuMALw/Cj9POBVICrwum/gr9opYfBo5nfjUbdx9GhyPdX5+aqx/BJgZeD/7mjgrUB6sN8WXYHzAnmOAwqBi9v6OI/lB9APGBF43h34sI7P0lHVU431fgn8v2D1X/PR3KEWGfgbtgT+ZtaVybKsNcD+YBsxxnQHzgcKAvm/sixrI+CrI3tnwGaM6Yz/xNzV5NJLlcbU4y+AVyzLKrUs61vgFeAifmgIRxtjDHA8DdfJmcAa8Nc1sBcIeqVC6pUE7LAs62PLsg4BT+Gvz5pq1u9zQFqgrjLw/2AttyxrJ7AjsL06txlY5/zANqCez7wctebUo4X/89cZsAGHgH3GmOPxNwb+DWBZ1iHLsvYGnq+2LOtwYFv/BU4O3aF1OA3WpWVZJZZlbQEq69lOFrDSsqyywDovWQFAEbXr7Hf4g/dfteBxHLMac34H3soDgZeRgYcVWLYP/Fd/8H+mqmbhtvB/xwH0QO2PNmdZ1jbLsj5oRL71+AN5PzYd+JtlWeWBfFWfIbVTwkOrtXFa4VjarXo+X1UygMcC/3f/C5xgjOlHkN8WlmWVWZa1NrDtQ8Bm1E5pFsuyvrAsa3Pg+X5gG/4L+jUdVT0BBHoE/gGY35hyNDfwcJJlWV9UHRD+qHBTTATWVH3ZB2NZ1ufAAuBT4AvgO8uyVjdxn/KDxtTjAOD/arz+DBhgWZYP/xf3u/gbYWcS+KETcEOgu47T/DCE4x38P2Q7G2MGAmcBp7ToEXUcddZLsDyBxvh3QK961g2W3gvYW6NBX9e+pGmaU4/PAd/j/5/4KbDAsqxS/FdzvgbyAl3DHzHGRNex76n4I9zSMhpTl43xK/w9G2oJDLH4NfBy4PUA/N+hDzRhHx1B0PPbGBNhjHHjD9i8YlnWWzWW5QFfAkOA/w0kzwWyjTGf4e9d8rsQlltax2AgJdBFf50xZmQgXe2U8NCabRwJnSbXRWCo3KUEAoHSfIHhSAn4e/rV1JR6mgf8HShrzL4bDDwYY141/jGlP360ZHTwSupoYNVRlp74ozEDgf74r/Jlt2A52q0WqEdTR5oVaARPx38C9we2AFVjzB3Az4B4/D+K/h5Id+I/aYuB+4ENwGGkKeqsl0bmaal0ab7m1GMSUIH/8zcQ+KMxZhD+3mEjAIdlWQn4gxO1xrIaY2bh/+w92azSS03N/pwErjAMA1bVsXgxsN6yrMLA6/uBWyzLqjiqUh7jGvOd1tD5bVlWhWVZ8fivpCUZY2JrLMvB/5naBlwRSL4SWGJZ1sn4u6Q+bozRJN0hFuJ2aGf8XYdHAzcDzwSulqudEh5as40jodOkugj05MwHFlqW9XGIytahBHooLAVuquOC/1HVkzEmHjjNsqxljd1/54YyWJY1LtgyY8xuY0w/y7K+CDSUjrqbpzGmF/6G88RGZB8H7LQs6+vAus8DZwNPHO1+O5oWqMfPgNQar0/GP6YyPrD9jwLbeobAjxvLsnbX2MfDwIpA+mHg9zWWbQC2N+W4hM+ofRXmZI7s/luV57PAP/Ee+LvE1bduXel78He76hyow7r2JU3TnHq8Cng50PvoK2PMG/i7BK8HPqtxFfc5agQeApMDpQNpge770jIaU5cNuRxYFqjTasaYO4A+wG9rJCcCT/l/K9EbuMQYc9iyrIKjLfixpL7vNDi689uyrL3GGBf+rqOeGukVxpin8f8gzQN+E8iDZVlvGv/k1r3REJeQaqium+kz4PmqIUzGmEr8c1Z9jdop4aA12zgSOsHqIthviyoPAdsty7o/xOXrEAIXi5cCT1qW9XwdWY62npKBs4wxJfhjCn2NMS7LsmrmraW5kfoXgKqZLacAy5uwjUn4J5082Ii8nwKjjX+2U4N/0sptTdin1NaYelwFXGiM6RnoeXJhIO1z4ExjTJ9AvgsI1EkgiFFlIoEGXaD+ogPPLwAOW5a1tWUPqcPYCJxu/HebOA5/9+wXfpSnZv1mAa8FGlkvAL8y/hmhBwKn4x87Xuc2A+usDWwDmv6ZlyM1px4/Bc43ftH4r9y9b1nWl8D/GWPOCKyTBmwF/4zewC3AhKo5BKTFNKYuG3JEL0BjzDX4x1leaVlW9dwQlmUNtCwrxrKsGPzBpevbe9ChIY05v40xfQJdeDHG2PBf2Hg/8Dk6LZBu8HfxfT+w2qf4P0cYY34OdME/nEmOXQX45y7CGDMY/0R2e9ROCRut1sZphWPpyF4AJgf+v47GP1T+C4L/tsAYMx9/EOmmtip0exL4Pvs3sM2yrH8EyXZU9WRZlsOyrP6B9scY4MP6gg5As+9q0Qv/mJvtgb8nBtITgUdq5CvE/+XsxR81+UWNZS78E4nU3O5PAvn24Z/Q5zMCs0wDd+JvBHiAxwnMRKxHq9TjVPyT8+wAcmqkT8MfbNgCvAj0CqQ/jn/uhy2Bk7lfID0G+CCwzqvAqW39HhzLD/xdfj/EP0vzrEDaXfgb3eBvHD8bqLciYFCNdWcF1vuAGjMG17XNQPqgwDZ2BLapz18b1yPQLZD+Hv7Aws01thmPv6vwFvwN7J6B9B34x+u5A48H2vr429OjEXU5MvC99j3wDfBejXVj8Ad0O/1om4cD26uqszl17HcJuqtF0PMb/9CJlwLPhwNvBz4bnqr3E/8FmTcC310e/MM0qtofZwaWvRPY7oVtfawd/YH/osZnQDmwG39juFZdB17n4x/y6Qvk/00g/Tj8vWY9+CewOz+QHoPaKWHxaOp3Y2DZUbVx9GhyHR3x+cL/22BaYLkB/hV4v9+lxh1oqOO3Bf4r6lbg81f1f/yatj7OY/mBPzBgBb7zqt7TS5pTTz/afgyNuKuFCWQWEREREREREWlxmhRJREREREREREJGgQcRERERERERCRkFHkREREREREQkZBR4EBEREREREZGQUeBBREREREREREJGgQcRERERERERCRkFHkREREREREQkZP4/0gQZvh2dQ0sAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1296x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dismod_mr.plot.effects(dm, 'p', figsize=(18,10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To use a two-level hierarchy instead, simply build the regions into the hierarchy graph:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "dm = dismod_mr.data.ModelData()\n",
    "dm.input_data = inp\n",
    "dm.parameters['p'] = {'level_value': {'age_after': 100, 'age_before': 1, 'value': 0.},\n",
    "                      'parameter_age_mesh': [0, 100]}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i, row in df.iterrows():\n",
    "    dm.hierarchy.add_edge('all', row['Region'])\n",
    "    dm.hierarchy.add_edge(row['Region'], row['Prefecture'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "finding initial values\n",
      ". . . \n",
      "finding MAP estimate\n",
      "\n",
      "finding step covariances estimate\n",
      "\n",
      "resetting initial values (1)\n",
      ". . . \n",
      "resetting initial values (2)\n",
      "\n",
      "mare: 0.1\n",
      "sampling from posterior\n",
      "\n",
      "CPU times: user 20min 2s, sys: 1.87 s, total: 20min 3s\n",
      "Wall time: 20min 4s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(<pymc.NormalApproximation.MAP at 0x7f5d4b743f60>,\n",
       " <pymc.MCMC.MCMC at 0x7f5d4bb1d7f0>)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dm.vars = dismod_mr.model.asr(dm, 'p', rate_type='neg_binom')\n",
    "%time dismod_mr.fit.asr(dm, 'p', iter=10_000, burn=5_000, thin=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1008 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dismod_mr.plot.effects(dm, 'p', figsize=(18,14))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It would be great to extend this example so that the results differed in a meaningful way when using one- and two-level hierarchical models.  This is left as an exercise to the reader."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tue Jul 23 15:32:40 PDT 2019\r\n"
     ]
    }
   ],
   "source": [
    "!date"
   ]
  }
 ],
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